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Looking back 18 months.

I was going through old emails today and came across this one I sent out to family on January 4, 2018. It was a reflection on the 2017 crypto bull market and where I saw it heading, as well as some general advice on crypto, investment, and being safe about how you handle yourself in cryptoland.
I feel that we are on the cusp of a new bull market right now, so I thought that I would put this out for at least a few people to see *before* the next bull run, not after. While the details have changed, I don't see a thing in this email that I fundamentally wouldn't say again, although I'd also probably insist that people get a Yubikey and use that for all 2FA where it is supported.
Happy reading, and sorry for some of the formatting weirdness -- I cleaned it up pretty well from the original email formatting, but I love lists and indents and Reddit has limitations... :-/
Also, don't laught at my token picks from January 2018! It was a long time ago and (luckliy) I took my own advice about moving a bunch into USD shortly after I sent this. I didn't hit the top, and I came back in too early in the summer of 2018, but I got lucky in many respects.
----------------------------------------------------------------------- Jan-4, 2018
Hey all!
I woke up this morning to ETH at a solid $1000 and decided to put some thoughts together on what I think crypto has done and what I think it will do. *******, if you could share this to your kids I’d appreciate it -- I don’t have e-mail addresses, and it’s a bit unwieldy for FB Messenger… Hopefully they’ll at least find it thought-provoking. If not, they can use it as further evidence that I’m a nutjob. 😉
Some history before I head into the future.
I first mined some BTC in 2011 or 2012 (Can’t remember exactly, but it was around the Christmas holidays when I started because I had time off from work to get it set up and running.) I kept it up through the start of summer in 2012, but stopped because it made my PC run hot and as it was no longer winter, ********** didn’t appreciate the sound of the fans blowing that hot air into the room any more. I’ve always said that the first BTC I mined was at $1, but looking back at it now, that’s not true – It was around $2. Here’s a link to BTC price history.
In the summer of 2013 I got a new PC and moved my programs and files over before scrapping the old one. I hadn’t touched my BTC mining folder for a year then, and I didn’t even think about salvaging those wallet files. They are now gone forever, including the 9-10BTC that were in them. While I can intellectually justify the loss, it was sloppy and underlines a key thing about cryptocurrency that I believe will limit its widespread adoption by the general public until it is addressed and solved: In cryptoland, you are your own bank, and if you lose your password or account number, there is no person or organization that can help you reset it so that you can get access back. Your money is gone forever.
On April 12, 2014 I bought my first BTC through Coinbase. BTC had spiked to $1000 and been in the news, at least in Japan. This made me remember my old wallet and freak out for a couple of months trying to find it and reclaim the coins. I then FOMO’d (Fear Of Missing Out”) and bought $100 worth of BTC. I was actually very lucky in my timing and bought at around $430. Even so, except for a brief 50% swing up almost immediately afterwards that made me check prices 5 times a day, BTC fell below my purchase price by the end of September and I didn’t get back to even until the end of 2015.
In May 2015 I bought my first ETH at around $1. I sent some guy on bitcointalk ~$100 worth of BTC and he sent me 100 ETH – all on trust because the amounts were small and this was a small group of people. BTC was down in the $250 range at that point, so I had lost 30-40% of my initial investment. This was of the $100 invested, so not that much in real terms, but huge in percentages. It also meant that I had to buy another $100 of BTC on Coinbase to send to this guy. A few months after I purchased my ETH, BTC had doubled and ETH had gone down to $0.50, halving the value of my ETH holdings. I was even on the first BTC purchase finally, but was now down 50% on the ETH I had bought.
The good news was that this made me start to look at things more seriously. Where I had skimmed white papers and gotten a superficial understanding of the technology before FOMO’ing, I started to act as an investor, not a speculator. Let me define how I see those two different types of activity:
So what has been my experience as an investor? After sitting out the rest of 2015 because I needed to understand the market better, I bought into ETH quite heavily, with my initial big purchases being in March-April of 2016. Those purchases were in the $11-$14 range. ETH, of course, dropped immediately to under $10, then came back and bounced around my purchase range for a while until December of 2016, when I purchased a lot more at around $8.
I also purchased my first ICO in August of 2016, HEAT. I bought 25ETH worth. Those tokens are now worth about half of their ICO price, so about 12.5ETH or $12500 instead of the $25000 they would be worth if I had just kept ETH. There are some other things with HEAT that mean I’ve done quite a bit better than those numbers would suggest, but the fact is that the single best thing I could have done is to hold ETH and not spend the effort/time/cost of working with HEAT. That holds true for about every top-25 token on the market when compared to ETH. It certainly holds true for the many, many tokens I tried to trade in Q1-Q2 of 2017. In almost every single case I would have done better and slept better had I just held ETH instead of trying to be smarter than Mr. Market.
But, I made money on all of them except one because the crypto market went up more in USD terms than any individual coin went down in ETH or BTC terms. This underlines something that I read somewhere and that I take to heart: A rising market makes everyone seem like a genius. A monkey throwing darts at a list of the top 100 cryptocurrencies last year would have doubled his money. Here’s a chart from September that shows 2017 year-to-date returns for the top 10 cryptocurrencies, and all of them went up a *lot* more between then and December. A monkey throwing darts at this list there would have quintupled his money.
When evaluating performance, then, you have to beat the monkey, and preferably you should try to beat a Wall Street monkey. I couldn’t, so I stopped trying around July 2017. My benchmark was the BLX, a DAA (Digital Asset Array – think fund like a Fidelity fund) created by ICONOMI. I wasn’t even close to beating the BLX returns, so I did several things.
  1. I went from holding about 25 different tokens to holding 10 now. More on that in a bit.
  2. I used those funds to buy ETH and BLX. ETH has done crazy-good since then and BLX has beaten BTC handily, although it hasn’t done as well as ETH.
  3. I used some of those funds to set up an arbitrage operation.
The arbitrage operation is why I kept the 11 tokens that I have now. All but a couple are used in an ETH/token pair for arbitrage, and each one of them except for one special case is part of BLX. Why did I do that? I did that because ICONOMI did a better job of picking long-term holds than I did, and in arbitrage the only speculative thing you must do is pick the pairs to trade. My pairs are (No particular order):
I also hold PLU, PLBT, and ART. These two are multi-year holds for me. I have not purchased BTC once since my initial $200, except for a few cases where BTC was the only way to go to/from an altcoin that didn’t trade against ETH yet. Right now I hold about the same 0.3BTC that I held after my first $100 purchase, so I don’t really count it.
Looking forward to this year, I am positioning myself as follows:
Looking at my notes, I have two other things that I wanted to work into this email that I didn’t get to, so here they are:
  1. Just like with free apps and other software, if you are getting something of value and you didn’t pay anything for it, you need to ask why this is. With apps, the phrase is “If you didn’t pay for the product, you are the product”, and this works for things such as pump groups, tips, and even technical analysis. Here’s how I see it.
    1. People don’t give tips on stocks or crypto that they don’t already own that stock or token. Why would they, since if they convince anyone to buy it, the price only goes up as a result, making it more expensive for them to buy in? Sure, you will have friends and family that may do this, but people in a crypto club, your local cryptocurrency meetup, or online are generally not your friends. They are there to make money, and if they can get you to help them make money, they will do it. Pump groups are the worst of these, and no matter how enticing it may look, stay as far away as possible from these scams. I even go so far as to report them when I see them advertise on FB or Twitter, because they are violating the terms of use.
    2. Technical analysis (TA) is something that has been argued about for longer than I’ve been alive, but I think that it falls into the same boat. In short, TA argues that there are patterns in trading that can be read and acted upon to signal when one must buy or sell. It has been used forever in the stock and foreign exchange markets, and people use it in crypto as well. Let’s break down these assumptions a bit.
i. First, if crypto were like the stock or forex markets we’d all be happy with 5-7% gains per year rather than easily seeing that in a day. For TA to work the same way in crypto as it does in stocks and foreign exchange, the signals would have to be *much* stronger and faster-reacting than they work in the traditional market, but people use them in exactly the same way.
ii. Another area where crypto is very different than the stock and forex markets centers around market efficiency theory. This theory says that markets are efficient and that the price reflects all the available information at any given time. This is why gold in New York is similar in price to gold in London or Shanghai, and why arbitrage margins are easily <0.1% in those markets compared to cryptoland where I can easily get 10x that. Crypto simply has too much speculation and not enough professional traders in it yet to operate as an efficient market. That fundamentally changes the way that the market behaves and should make any TA patterns from traditional markets irrelevant in crypto.
iii. There are services, both free and paid that claim to put out signals based on TA for when one should buy and sell. If you think for even a second that they are not front-running (Placing orders ahead of yours to profit.) you and the other people using the service, you’re naïve.
iv. Likewise, if you don’t think that there are people that have but together computerized systems to get ahead of people doing manual TA, you’re naïve. The guys that I have programming my arbitrage bots have offered to build me a TA bot and set up a service to sell signals once our position is taken. I said no, but I am sure that they will do it themselves or sell that to someone else. Basically they look at TA as a tip machine where when a certain pattern is seen, people act on that “tip”. They use software to see that “tip” faster and take a position on it so that when slower participants come in they either have to sell lower or buy higher than the TA bot did. Remember, if you are getting a tip for free, you’re the product. In TA I see a system when people are all acting on free preset “tips” and getting played by the more sophisticated market participants. Again, you have to beat that Wall Street monkey.
  1. If you still don’t agree that TA is bogus, think about it this way: If TA was real, Wall Street would have figured it out decades ago and we would have TA funds that would be beating the market. We don’t.
  2. If you still don’t agree that TA is bogus and that its real and well, proven, then you must think that all smart traders use them. Now follow that logic forward and think about what would happen if every smart trader pushing big money followed TA. The signals would only last for a split second and would then be overwhelmed by people acting on them, making them impossible to leverage. This is essentially what the efficient market theory postulates for all information, including TA.
OK, the one last item. Read this weekly newsletter – You can sign up at the bottom. It is free, so they’re selling something, right? 😉 From what I can tell, though, Evan is a straight-up guy who posts links and almost zero editorial comments.
Happy 2018.
submitted by uetani to CryptoCurrency [link] [comments]

[$500-$1000 USD][USA]Laptop For Live Market Trading With Many Windows Open.

I've been here in the past and I've refined my needs.
submitted by Chickenxchicken to SuggestALaptop [link] [comments]

Subreddit Stats: cs7646_fall2017 top posts from 2017-08-23 to 2017-12-10 22:43 PDT

Period: 108.98 days
Submissions Comments
Total 999 10425
Rate (per day) 9.17 95.73
Unique Redditors 361 695
Combined Score 4162 17424

Top Submitters' Top Submissions

  1. 296 points, 24 submissions: tuckerbalch
    1. Project 2 Megathread (optimize_something) (33 points, 475 comments)
    2. project 3 megathread (assess_learners) (27 points, 1130 comments)
    3. For online students: Participation check #2 (23 points, 47 comments)
    4. ML / Data Scientist internship and full time job opportunities (20 points, 36 comments)
    5. Advance information on Project 3 (19 points, 22 comments)
    6. participation check #3 (19 points, 29 comments)
    7. manual_strategy project megathread (17 points, 825 comments)
    8. project 4 megathread (defeat_learners) (15 points, 209 comments)
    9. project 5 megathread (marketsim) (15 points, 484 comments)
    10. QLearning Robot project megathread (12 points, 691 comments)
  2. 278 points, 17 submissions: davebyrd
    1. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes (37 points, 10 comments)
    2. Project 1 Megathread (assess_portfolio) (34 points, 466 comments)
    3. marketsim grades are up (25 points, 28 comments)
    4. Midterm stats (24 points, 32 comments)
    5. Welcome to CS 7646 MLT! (23 points, 132 comments)
    6. How to interact with TAs, discuss grades, performance, request exceptions... (18 points, 31 comments)
    7. assess_portfolio grades have been released (18 points, 34 comments)
    8. Midterm grades posted to T-Square (15 points, 30 comments)
    9. Removed posts (15 points, 2 comments)
    10. assess_portfolio IMPORTANT README: about sample frequency (13 points, 26 comments)
  3. 118 points, 17 submissions: yokh_cs7646
    1. Exam 2 Information (39 points, 40 comments)
    2. Reformat Assignment Pages? (14 points, 2 comments)
    3. What did the real-life Michael Burry have to say? (13 points, 2 comments)
    4. PSA: Read the Rubric carefully and ahead-of-time (8 points, 15 comments)
    5. How do I know that I'm correct and not just lucky? (7 points, 31 comments)
    6. ML Papers and News (7 points, 5 comments)
    7. What are "question pools"? (6 points, 4 comments)
    8. Explanation of "Regression" (5 points, 5 comments)
    9. GT Github taking FOREVER to push to..? (4 points, 14 comments)
    10. Dead links on the course wiki (3 points, 2 comments)
  4. 67 points, 13 submissions: harshsikka123
    1. To all those struggling, some words of courage! (20 points, 18 comments)
    2. Just got locked out of my apartment, am submitting from a stairwell (19 points, 12 comments)
    3. Thoroughly enjoying the lectures, some of the best I've seen! (13 points, 13 comments)
    4. Just for reference, how long did Assignment 1 take you all to implement? (3 points, 31 comments)
    5. Grade_Learners Taking about 7 seconds on Buffet vs 5 on Local, is this acceptable if all tests are passing? (2 points, 2 comments)
    6. Is anyone running into the Runtime Error, Invalid DISPLAY variable when trying to save the figures as pdfs to the Buffet servers? (2 points, 9 comments)
    7. Still not seeing an ML4T onboarding test on ProctorTrack (2 points, 10 comments)
    8. Any news on when Optimize_Something grades will be released? (1 point, 1 comment)
    9. Baglearner RMSE and leaf size? (1 point, 2 comments)
    10. My results are oh so slightly off, any thoughts? (1 point, 11 comments)
  5. 63 points, 10 submissions: htrajan
    1. Sample test case: missing data (22 points, 36 comments)
    2. Optimize_something test cases (13 points, 22 comments)
    3. Met Burt Malkiel today (6 points, 1 comment)
    4. Heads up: Dataframe.std != np.std (5 points, 5 comments)
    5. optimize_something: graph (5 points, 29 comments)
    6. Schedule still reflecting shortened summer timeframe? (4 points, 3 comments)
    7. Quick clarification about InsaneLearner (3 points, 8 comments)
    8. Test cases using rfr? (3 points, 5 comments)
    9. Input format of rfr (2 points, 1 comment)
    10. [Shameless recruiting post] Wealthfront is hiring! (0 points, 9 comments)
  6. 62 points, 7 submissions: swamijay
    1. defeat_learner test case (34 points, 38 comments)
    2. Project 3 test cases (15 points, 27 comments)
    3. Defeat_Learner - related questions (6 points, 9 comments)
    4. Options risk/reward (2 points, 0 comments)
    5. manual strategy - you must remain in the position for 21 trading days. (2 points, 9 comments)
    6. standardizing values (2 points, 0 comments)
    7. technical indicators - period for moving averages, or anything that looks past n days (1 point, 3 comments)
  7. 61 points, 9 submissions: gatech-raleighite
    1. Protip: Better reddit search (22 points, 9 comments)
    2. Helpful numpy array cheat sheet (16 points, 10 comments)
    3. In your experience Professor, Mr. Byrd, which strategy is "best" for trading ? (12 points, 10 comments)
    4. Industrial strength or mature versions of the assignments ? (4 points, 2 comments)
    5. What is the correct (faster) way of doing this bit of pandas code (updating multiple slice values) (2 points, 10 comments)
    6. What is the correct (pythonesque?) way to select 60% of rows ? (2 points, 11 comments)
    7. How to get adjusted close price for funds not publicly traded (TSP) ? (1 point, 2 comments)
    8. Is there a way to only test one or 2 of the learners using grade_learners.py ? (1 point, 10 comments)
    9. OMS CS Digital Career Seminar Series - Scott Leitstein recording available online? (1 point, 4 comments)
  8. 60 points, 2 submissions: reyallan
    1. [Project Questions] Unit Tests for assess_portfolio assignment (58 points, 52 comments)
    2. Financial data, technical indicators and live trading (2 points, 8 comments)
  9. 59 points, 12 submissions: dyllll
    1. Please upvote helpful posts and other advice. (26 points, 1 comment)
    2. Books to further study in trading with machine learning? (14 points, 9 comments)
    3. Is Q-Learning the best reinforcement learning method for stock trading? (4 points, 4 comments)
    4. Any way to download the lessons? (3 points, 4 comments)
    5. Can a TA please contact me? (2 points, 7 comments)
    6. Is the vectorization code from the youtube video available to us? (2 points, 2 comments)
    7. Position of webcam (2 points, 15 comments)
    8. Question about assignment one (2 points, 5 comments)
    9. Are udacity quizzes recorded? (1 point, 2 comments)
    10. Does normalization of indicators matter in a Q-Learner? (1 point, 7 comments)
  10. 56 points, 2 submissions: jan-laszlo
    1. Proper git workflow (43 points, 19 comments)
    2. Adding you SSH key for password-less access to remote hosts (13 points, 7 comments)
  11. 53 points, 1 submission: agifft3_omscs
    1. [Project Questions] Unit Tests for optimize_something assignment (53 points, 94 comments)
  12. 50 points, 16 submissions: BNielson
    1. Regression Trees (7 points, 9 comments)
    2. Two Interpretations of RFR are leading to two different possible Sharpe Ratios -- Need Instructor clarification ASAP (5 points, 3 comments)
    3. PYTHONPATH=../:. python grade_analysis.py (4 points, 7 comments)
    4. Running on Windows and PyCharm (4 points, 4 comments)
    5. Studying for the midterm: python questions (4 points, 0 comments)
    6. Assess Learners Grader (3 points, 2 comments)
    7. Manual Strategy Grade (3 points, 2 comments)
    8. Rewards in Q Learning (3 points, 3 comments)
    9. SSH/Putty on Windows (3 points, 4 comments)
    10. Slight contradiction on ProctorTrack Exam (3 points, 4 comments)
  13. 49 points, 7 submissions: j0shj0nes
    1. QLearning Robot - Finalized and Released Soon? (18 points, 4 comments)
    2. Flash Boys, HFT, frontrunning... (10 points, 3 comments)
    3. Deprecations / errata (7 points, 5 comments)
    4. Udacity lectures via GT account, versus personal account (6 points, 2 comments)
    5. Python: console-driven development (5 points, 5 comments)
    6. Buffet pandas / numpy versions (2 points, 2 comments)
    7. Quant research on earnings calls (1 point, 0 comments)
  14. 45 points, 11 submissions: Zapurza
    1. Suggestion for Strategy learner mega thread. (14 points, 1 comment)
    2. Which lectures to watch for upcoming project q learning robot? (7 points, 5 comments)
    3. In schedule file, there is no link against 'voting ensemble strategy'? Scheduled for Nov 13-20 week (6 points, 3 comments)
    4. How to add questions to the question bank? I can see there is 2% credit for that. (4 points, 5 comments)
    5. Scratch paper use (3 points, 6 comments)
    6. The big short movie link on you tube says the video is not available in your country. (3 points, 9 comments)
    7. Distance between training data date and future forecast date (2 points, 2 comments)
    8. News affecting stock market and machine learning algorithms (2 points, 4 comments)
    9. pandas import in pydev (2 points, 0 comments)
    10. Assess learner server error (1 point, 2 comments)
  15. 43 points, 23 submissions: chvbs2000
    1. Is the Strategy Learner finalized? (10 points, 3 comments)
    2. Test extra 15 test cases for marketsim (3 points, 12 comments)
    3. Confusion between the term computing "back-in time" and "going forward" (2 points, 1 comment)
    4. How to define "each transaction"? (2 points, 4 comments)
    5. How to filling the assignment into Jupyter Notebook? (2 points, 4 comments)
    6. IOError: File ../data/SPY.csv does not exist (2 points, 4 comments)
    7. Issue in Access to machines at Georgia Tech via MacOS terminal (2 points, 5 comments)
    8. Reading data from Jupyter Notebook (2 points, 3 comments)
    9. benchmark vs manual strategy vs best possible strategy (2 points, 2 comments)
    10. global name 'pd' is not defined (2 points, 4 comments)
  16. 43 points, 15 submissions: shuang379
    1. How to test my code on buffet machine? (10 points, 15 comments)
    2. Can we get the ppt for "Decision Trees"? (8 points, 2 comments)
    3. python question pool question (5 points, 6 comments)
    4. set up problems (3 points, 4 comments)
    5. Do I need another camera for scanning? (2 points, 9 comments)
    6. Is chapter 9 covered by the midterm? (2 points, 2 comments)
    7. Why grade_analysis.py could run even if I rm analysis.py? (2 points, 5 comments)
    8. python question pool No.48 (2 points, 6 comments)
    9. where could we find old versions of the rest projects? (2 points, 2 comments)
    10. where to put ml4t-libraries to install those libraries? (2 points, 1 comment)
  17. 42 points, 14 submissions: larrva
    1. is there a mistake in How-to-learn-a-decision-tree.pdf (7 points, 7 comments)
    2. maximum recursion depth problem (6 points, 10 comments)
    3. [Urgent]Unable to use proctortrack in China (4 points, 21 comments)
    4. manual_strategynumber of indicators to use (3 points, 10 comments)
    5. Assignment 2: Got 63 points. (3 points, 3 comments)
    6. Software installation workshop (3 points, 7 comments)
    7. question regarding functools32 version (3 points, 3 comments)
    8. workshop on Aug 31 (3 points, 8 comments)
    9. Mount remote server to local machine (2 points, 2 comments)
    10. any suggestion on objective function (2 points, 3 comments)
  18. 41 points, 8 submissions: Ran__Ran
    1. Any resource will be available for final exam? (19 points, 6 comments)
    2. Need clarification on size of X, Y in defeat_learners (7 points, 10 comments)
    3. Get the same date format as in example chart (4 points, 3 comments)
    4. Cannot log in GitHub Desktop using GT account? (3 points, 3 comments)
    5. Do we have notes or ppt for Time Series Data? (3 points, 5 comments)
    6. Can we know the commission & market impact for short example? (2 points, 7 comments)
    7. Course schedule export issue (2 points, 15 comments)
    8. Buying/seeking beta v.s. buying/seeking alpha (1 point, 6 comments)
  19. 38 points, 4 submissions: ProudRamblinWreck
    1. Exam 2 Study topics (21 points, 5 comments)
    2. Reddit participation as part of grade? (13 points, 32 comments)
    3. Will birds chirping in the background flag me on Proctortrack? (3 points, 5 comments)
    4. Midterm Study Guide question pools (1 point, 2 comments)
  20. 37 points, 6 submissions: gatechben
    1. Submission page for strategy learner? (14 points, 10 comments)
    2. PSA: The grading script for strategy_learner changed on the 26th (10 points, 9 comments)
    3. Where is util.py supposed to be located? (8 points, 8 comments)
    4. PSA:. The default dates in the assignment 1 template are not the same as the examples on the assignment page. (2 points, 1 comment)
    5. Schedule: Discussion of upcoming trading projects? (2 points, 3 comments)
    6. [defeat_learners] More than one column for X? (1 point, 1 comment)
  21. 37 points, 3 submissions: jgeiger
    1. Please send/announce when changes are made to the project code (23 points, 7 comments)
    2. The Big Short on Netflix for OMSCS students (week of 10/16) (11 points, 6 comments)
    3. Typo(?) for Assess_portfolio wiki page (3 points, 2 comments)
  22. 35 points, 10 submissions: ltian35
    1. selecting row using .ix (8 points, 9 comments)
    2. Will the following 2 topics be included in the final exam(online student)? (7 points, 4 comments)
    3. udacity quiz (7 points, 4 comments)
    4. pdf of lecture (3 points, 4 comments)
    5. print friendly version of the course schedule (3 points, 9 comments)
    6. about learner regression vs classificaiton (2 points, 2 comments)
    7. is there a simple way to verify the correctness of our decision tree (2 points, 4 comments)
    8. about Building an ML-based forex strategy (1 point, 2 comments)
    9. about technical analysis (1 point, 6 comments)
    10. final exam online time period (1 point, 2 comments)
  23. 33 points, 2 submissions: bhrolenok
    1. Assess learners template and grading script is now available in the public repository (24 points, 0 comments)
    2. Tutorial for software setup on Windows (9 points, 35 comments)
  24. 31 points, 4 submissions: johannes_92
    1. Deadline extension? (26 points, 40 comments)
    2. Pandas date indexing issues (2 points, 5 comments)
    3. Why do we subtract 1 from SMA calculation? (2 points, 3 comments)
    4. Unexpected number of calls to query, sum=20 (should be 20), max=20 (should be 1), min=20 (should be 1) -bash: syntax error near unexpected token `(' (1 point, 3 comments)
  25. 30 points, 5 submissions: log_base_pi
    1. The Massive Hedge Fund Betting on AI [Article] (9 points, 1 comment)
    2. Useful Python tips and tricks (8 points, 10 comments)
    3. Video of overview of remaining projects with Tucker Balch (7 points, 1 comment)
    4. Will any material from the lecture by Goldman Sachs be covered on the exam? (5 points, 1 comment)
    5. What will the 2nd half of the course be like? (1 point, 8 comments)
  26. 30 points, 4 submissions: acschwabe
    1. Assignment and Exam Calendar (ICS File) (17 points, 6 comments)
    2. Please OMG give us any options for extra credit (8 points, 12 comments)
    3. Strategy learner question (3 points, 1 comment)
    4. Proctortrack: Do we need to schedule our test time? (2 points, 10 comments)
  27. 29 points, 9 submissions: _ant0n_
    1. Next assignment? (9 points, 6 comments)
    2. Proctortrack Onboarding test? (6 points, 11 comments)
    3. Manual strategy: Allowable positions (3 points, 7 comments)
    4. Anyone watched Black Scholes documentary? (2 points, 16 comments)
    5. Buffet machines hardware (2 points, 6 comments)
    6. Defeat learners: clarification (2 points, 4 comments)
    7. Is 'optimize_something' on the way to class GitHub repo? (2 points, 6 comments)
    8. assess_portfolio(... gen_plot=True) (2 points, 8 comments)
    9. remote job != remote + international? (1 point, 15 comments)
  28. 26 points, 10 submissions: umersaalis
    1. comments.txt (7 points, 6 comments)
    2. Assignment 2: report.pdf (6 points, 30 comments)
    3. Assignment 2: report.pdf sharing & plagiarism (3 points, 12 comments)
    4. Max Recursion Limit (3 points, 10 comments)
    5. Parametric vs Non-Parametric Model (3 points, 13 comments)
    6. Bag Learner Training (1 point, 2 comments)
    7. Decision Tree Issue: (1 point, 2 comments)
    8. Error in Running DTLearner and RTLearner (1 point, 12 comments)
    9. My Results for the four learners. Please check if you guys are getting values somewhat near to these. Exact match may not be there due to randomization. (1 point, 4 comments)
    10. Can we add the assignments and solutions to our public github profile? (0 points, 7 comments)
  29. 26 points, 6 submissions: abiele
    1. Recommended Reading? (13 points, 1 comment)
    2. Number of Indicators Used by Actual Trading Systems (7 points, 6 comments)
    3. Software Install Instructions From TA's Video Not Working (2 points, 2 comments)
    4. Suggest that TA/Instructor Contact Info Should be Added to the Syllabus (2 points, 2 comments)
    5. ML4T Software Setup (1 point, 3 comments)
    6. Where can I find the grading folder? (1 point, 4 comments)
  30. 26 points, 6 submissions: tomatonight
    1. Do we have all the information needed to finish the last project Strategy learner? (15 points, 3 comments)
    2. Does anyone interested in cryptocurrency trading/investing/others? (3 points, 6 comments)
    3. length of portfolio daily return (3 points, 2 comments)
    4. Did Michael Burry, Jamie&Charlie enter the short position too early? (2 points, 4 comments)
    5. where to check participation score (2 points, 1 comment)
    6. Where to collect the midterm exam? (forgot to take it last week) (1 point, 3 comments)
  31. 26 points, 3 submissions: hilo260
    1. Is there a template for optimize_something on GitHub? (14 points, 3 comments)
    2. Marketism project? (8 points, 6 comments)
    3. "Do not change the API" (4 points, 7 comments)
  32. 26 points, 3 submissions: niufen
    1. Windows Server Setup Guide (23 points, 16 comments)
    2. Strategy Learner Adding UserID as Comment (2 points, 2 comments)
    3. Connect to server via Python Error (1 point, 6 comments)
  33. 26 points, 3 submissions: whoyoung99
    1. How much time you spend on Assess Learner? (13 points, 47 comments)
    2. Git clone repository without fork (8 points, 2 comments)
    3. Just for fun (5 points, 1 comment)
  34. 25 points, 8 submissions: SharjeelHanif
    1. When can we discuss defeat learners methods? (10 points, 1 comment)
    2. Are the buffet servers really down? (3 points, 2 comments)
    3. Are the midterm results in proctortrack gone? (3 points, 3 comments)
    4. Will these finance topics be covered on the final? (3 points, 9 comments)
    5. Anyone get set up with Proctortrack? (2 points, 10 comments)
    6. Incentives Quiz Discussion (2-01, Lesson 11.8) (2 points, 3 comments)
    7. Anyone from Houston, TX (1 point, 1 comment)
    8. How can I trace my error back to a line of code? (assess learners) (1 point, 3 comments)
  35. 25 points, 5 submissions: jlamberts3
    1. Conda vs VirtualEnv (7 points, 8 comments)
    2. Cool Portfolio Backtesting Tool (6 points, 6 comments)
    3. Warren Buffett wins $1M bet made a decade ago that the S&P 500 stock index would outperform hedge funds (6 points, 12 comments)
    4. Windows Ubuntu Subsystem Putty Alternative (4 points, 0 comments)
    5. Algorithmic Trading Of Digital Assets (2 points, 0 comments)
  36. 25 points, 4 submissions: suman_paul
    1. Grade statistics (9 points, 3 comments)
    2. Machine Learning book by Mitchell (6 points, 11 comments)
    3. Thank You (6 points, 6 comments)
    4. Assignment1 ready to be cloned? (4 points, 4 comments)
  37. 25 points, 3 submissions: Spareo
    1. Submit Assignments Function (OS X/Linux) (15 points, 6 comments)
    2. Quantsoftware Site down? (8 points, 38 comments)
    3. ML4T_2017Spring folder on Buffet server?? (2 points, 5 comments)
  38. 24 points, 14 submissions: nelsongcg
    1. Is it realistic for us to try to build our own trading bot and profit? (6 points, 21 comments)
    2. Is the risk free rate zero for any country? (3 points, 7 comments)
    3. Models and black swans - discussion (3 points, 0 comments)
    4. Normal distribution assumption for options pricing (2 points, 3 comments)
    5. Technical analysis for cryptocurrency market? (2 points, 4 comments)
    6. A counter argument to models by Nassim Taleb (1 point, 0 comments)
    7. Are we demandas to use the sample for part 1? (1 point, 1 comment)
    8. Benchmark for "trusting" your trading algorithm (1 point, 5 comments)
    9. Don't these two statements on the project description contradict each other? (1 point, 2 comments)
    10. Forgot my TA (1 point, 6 comments)
  39. 24 points, 11 submissions: nurobezede
    1. Best way to obtain survivor bias free stock data (8 points, 1 comment)
    2. Please confirm Midterm is from October 13-16 online with proctortrack. (5 points, 2 comments)
    3. Are these DTlearner Corr values good? (2 points, 6 comments)
    4. Testing gen_data.py (2 points, 3 comments)
    5. BagLearner of Baglearners says 'Object is not callable' (1 point, 8 comments)
    6. DTlearner training RMSE none zero but almost there (1 point, 2 comments)
    7. How to submit analysis using git and confirm it? (1 point, 2 comments)
    8. Passing kwargs to learners in a BagLearner (1 point, 5 comments)
    9. Sampling for bagging tree (1 point, 8 comments)
    10. code failing the 18th test with grade_learners.py (1 point, 6 comments)
  40. 24 points, 4 submissions: AeroZach
    1. questions about how to build a machine learning system that's going to work well in a real market (12 points, 6 comments)
    2. Survivor Bias Free Data (7 points, 5 comments)
    3. Genetic Algorithms for Feature selection (3 points, 5 comments)
    4. How far back can you train? (2 points, 2 comments)
  41. 23 points, 9 submissions: vsrinath6
    1. Participation check #3 - Haven't seen it yet (5 points, 5 comments)
    2. What are the tasks for this week? (5 points, 12 comments)
    3. No projects until after the mid-term? (4 points, 5 comments)
    4. Format / Syllabus for the exams (2 points, 3 comments)
    5. Has there been a Participation check #4? (2 points, 8 comments)
    6. Project 3 not visible on T-Square (2 points, 3 comments)
    7. Assess learners - do we need to check is method implemented for BagLearner? (1 point, 4 comments)
    8. Correct number of days reported in the dataframe (should be the number of trading days between the start date and end date, inclusive). (1 point, 0 comments)
    9. RuntimeError: Invalid DISPLAY variable (1 point, 2 comments)
  42. 23 points, 8 submissions: nick_algorithm
    1. Help with getting Average Daily Return Right (6 points, 7 comments)
    2. Hint for args argument in scipy minimize (5 points, 2 comments)
    3. How do you make money off of highly volatile (high SDDR) stocks? (4 points, 5 comments)
    4. Can We Use Code Obtained from Class To Make Money without Fear of Being Sued (3 points, 6 comments)
    5. Is the Std for Bollinger Bands calculated over the same timespan of the Moving Average? (2 points, 2 comments)
    6. Can't run grade_learners.py but I'm not doing anything different from the last assignment (?) (1 point, 5 comments)
    7. How to determine value at terminal node of tree? (1 point, 1 comment)
    8. Is there a way to get Reddit announcements piped to email (or have a subsequent T-Square announcement published simultaneously) (1 point, 2 comments)
  43. 23 points, 1 submission: gong6
    1. Is manual strategy ready? (23 points, 6 comments)
  44. 21 points, 6 submissions: amchang87
    1. Reason for public reddit? (6 points, 4 comments)
    2. Manual Strategy - 21 day holding Period (4 points, 12 comments)
    3. Sharpe Ratio (4 points, 6 comments)
    4. Manual Strategy - No Position? (3 points, 3 comments)
    5. ML / Manual Trader Performance (2 points, 0 comments)
    6. T-Square Submission Missing? (2 points, 3 comments)
  45. 21 points, 6 submissions: fall2017_ml4t_cs_god
    1. PSA: When typing in code, please use 'formatting help' to see how to make the code read cleaner. (8 points, 2 comments)
    2. Why do Bollinger Bands use 2 standard deviations? (5 points, 20 comments)
    3. How do I log into the [email protected]? (3 points, 1 comment)
    4. Is midterm 2 cumulative? (2 points, 3 comments)
    5. Where can we learn about options? (2 points, 2 comments)
    6. How do you calculate the analysis statistics for bps and manual strategy? (1 point, 1 comment)
  46. 21 points, 5 submissions: Jmitchell83
    1. Manual Strategy Grades (12 points, 9 comments)
    2. two-factor (3 points, 6 comments)
    3. Free to use volume? (2 points, 1 comment)
    4. Is MC1-Project-1 different than assess_portfolio? (2 points, 2 comments)
    5. Online Participation Checks (2 points, 4 comments)
  47. 21 points, 5 submissions: Sergei_B
    1. Do we need to worry about missing data for Asset Portfolio? (14 points, 13 comments)
    2. How do you get data from yahoo in panda? the sample old code is below: (2 points, 3 comments)
    3. How to fix import pandas as pd ImportError: No module named pandas? (2 points, 4 comments)
    4. Python Practice exam Question 48 (2 points, 2 comments)
    5. Mac: "virtualenv : command not found" (1 point, 2 comments)
  48. 21 points, 3 submissions: mharrow3
    1. First time reddit user .. (17 points, 37 comments)
    2. Course errors/types (2 points, 2 comments)
    3. Install course software on macOS using Vagrant .. (2 points, 0 comments)
  49. 20 points, 9 submissions: iceguyvn
    1. Manual strategy implementation for future projects (4 points, 15 comments)
    2. Help with correlation calculation (3 points, 15 comments)
    3. Help! maximum recursion depth exceeded (3 points, 10 comments)
    4. Help: how to index by date? (2 points, 4 comments)
    5. How to attach a 1D array to a 2D array? (2 points, 2 comments)
    6. How to set a single cell in a 2D DataFrame? (2 points, 4 comments)
    7. Next assignment after marketsim? (2 points, 4 comments)
    8. Pythonic way to detect the first row? (1 point, 6 comments)
    9. Questions regarding seed (1 point, 1 comment)
  50. 20 points, 3 submissions: JetsonDavis
    1. Push back assignment 3? (10 points, 14 comments)
    2. Final project (9 points, 3 comments)
    3. Numpy versions (1 point, 2 comments)
  51. 20 points, 2 submissions: pharmerino
    1. assess_portfolio test cases (16 points, 88 comments)
    2. ML4T Assignments (4 points, 6 comments)

Top Commenters

  1. tuckerbalch (2296 points, 1185 comments)
  2. davebyrd (1033 points, 466 comments)
  3. yokh_cs7646 (320 points, 177 comments)
  4. rgraziano3 (266 points, 147 comments)
  5. j0shj0nes (264 points, 148 comments)
  6. i__want__piazza (236 points, 127 comments)
  7. swamijay (227 points, 116 comments)
  8. _ant0n_ (205 points, 149 comments)
  9. ml4tstudent (204 points, 117 comments)
  10. gatechben (179 points, 107 comments)
  11. BNielson (176 points, 108 comments)
  12. jameschanx (176 points, 94 comments)
  13. Artmageddon (167 points, 83 comments)
  14. htrajan (162 points, 81 comments)
  15. boyko11 (154 points, 99 comments)
  16. alyssa_p_hacker (146 points, 80 comments)
  17. log_base_pi (141 points, 80 comments)
  18. Ran__Ran (139 points, 99 comments)
  19. johnsmarion (136 points, 86 comments)
  20. jgorman30_gatech (135 points, 102 comments)
  21. dyllll (125 points, 91 comments)
  22. MikeLachmayr (123 points, 95 comments)
  23. awhoof (113 points, 72 comments)
  24. SharjeelHanif (106 points, 59 comments)
  25. larrva (101 points, 69 comments)
  26. augustinius (100 points, 52 comments)
  27. oimesbcs (99 points, 67 comments)
  28. vansh21k (98 points, 62 comments)
  29. W1redgh0st (97 points, 70 comments)
  30. ybai67 (96 points, 41 comments)
  31. JuanCarlosKuriPinto (95 points, 54 comments)
  32. acschwabe (93 points, 58 comments)
  33. pharmerino (92 points, 47 comments)
  34. jgeiger (91 points, 28 comments)
  35. Zapurza (88 points, 70 comments)
  36. jyoms (87 points, 55 comments)
  37. omscs_zenan (87 points, 44 comments)
  38. nurobezede (85 points, 64 comments)
  39. BelaZhu (83 points, 50 comments)
  40. jason_gt (82 points, 36 comments)
  41. shuang379 (81 points, 64 comments)
  42. ggatech (81 points, 51 comments)
  43. nitinkodial_gatech (78 points, 59 comments)
  44. harshsikka123 (77 points, 55 comments)
  45. bkeenan7 (76 points, 49 comments)
  46. moxyll (76 points, 32 comments)
  47. nelsongcg (75 points, 53 comments)
  48. nickzelei (75 points, 41 comments)
  49. hunter2omscs (74 points, 29 comments)
  50. pointblank41 (73 points, 36 comments)
  51. zheweisun (66 points, 48 comments)
  52. bs_123 (66 points, 36 comments)
  53. storytimeuva (66 points, 36 comments)
  54. sva6 (66 points, 31 comments)
  55. bhrolenok (66 points, 27 comments)
  56. lingkaizuo (63 points, 46 comments)
  57. Marvel_this (62 points, 36 comments)
  58. agifft3_omscs (62 points, 35 comments)
  59. ssung40 (61 points, 47 comments)
  60. amchang87 (61 points, 32 comments)
  61. joshuak_gatech (61 points, 30 comments)
  62. fall2017_ml4t_cs_god (60 points, 50 comments)
  63. ccrouch8 (60 points, 45 comments)
  64. nick_algorithm (60 points, 29 comments)
  65. JetsonDavis (59 points, 35 comments)
  66. yjacket103 (58 points, 36 comments)
  67. hilo260 (58 points, 29 comments)
  68. coolwhip1234 (58 points, 15 comments)
  69. chvbs2000 (57 points, 49 comments)
  70. suman_paul (57 points, 29 comments)
  71. masterm (57 points, 23 comments)
  72. RolfKwakkelaar (55 points, 32 comments)
  73. rpb3 (55 points, 23 comments)
  74. venkatesh8 (54 points, 30 comments)
  75. omscs_avik (53 points, 37 comments)
  76. bman8810 (52 points, 31 comments)
  77. snladak (51 points, 31 comments)
  78. dfihn3 (50 points, 43 comments)
  79. mlcrypto (50 points, 32 comments)
  80. omscs-student (49 points, 26 comments)
  81. NellVega (48 points, 32 comments)
  82. booglespace (48 points, 23 comments)
  83. ccortner3 (48 points, 23 comments)
  84. caa5042 (47 points, 34 comments)
  85. gcalma3 (47 points, 25 comments)
  86. krushnatmore (44 points, 32 comments)
  87. sn_48 (43 points, 22 comments)
  88. thenewprofessional (43 points, 16 comments)
  89. urider (42 points, 33 comments)
  90. gatech-raleighite (42 points, 30 comments)
  91. chrisong2017 (41 points, 26 comments)
  92. ProudRamblinWreck (41 points, 24 comments)
  93. kramey8 (41 points, 24 comments)
  94. coderafk (40 points, 28 comments)
  95. niufen (40 points, 23 comments)
  96. tholladay3 (40 points, 23 comments)
  97. SaberCrunch (40 points, 22 comments)
  98. gnr11 (40 points, 21 comments)
  99. nadav3 (40 points, 18 comments)
  100. gt7431a (40 points, 16 comments)

Top Submissions

  1. [Project Questions] Unit Tests for assess_portfolio assignment by reyallan (58 points, 52 comments)
  2. [Project Questions] Unit Tests for optimize_something assignment by agifft3_omscs (53 points, 94 comments)
  3. Proper git workflow by jan-laszlo (43 points, 19 comments)
  4. Exam 2 Information by yokh_cs7646 (39 points, 40 comments)
  5. A little more on Pandas indexing/slicing ([] vs ix vs iloc vs loc) and numpy shapes by davebyrd (37 points, 10 comments)
  6. Project 1 Megathread (assess_portfolio) by davebyrd (34 points, 466 comments)
  7. defeat_learner test case by swamijay (34 points, 38 comments)
  8. Project 2 Megathread (optimize_something) by tuckerbalch (33 points, 475 comments)
  9. project 3 megathread (assess_learners) by tuckerbalch (27 points, 1130 comments)
  10. Deadline extension? by johannes_92 (26 points, 40 comments)

Top Comments

  1. 34 points: jgeiger's comment in QLearning Robot project megathread
  2. 31 points: coolwhip1234's comment in QLearning Robot project megathread
  3. 30 points: tuckerbalch's comment in Why Professor is usually late for class?
  4. 23 points: davebyrd's comment in Deadline extension?
  5. 20 points: jason_gt's comment in What would be a good quiz question regarding The Big Short?
  6. 19 points: yokh_cs7646's comment in For online students: Participation check #2
  7. 17 points: i__want__piazza's comment in project 3 megathread (assess_learners)
  8. 17 points: nathakhanh2's comment in Project 2 Megathread (optimize_something)
  9. 17 points: pharmerino's comment in Midterm study Megathread
  10. 17 points: tuckerbalch's comment in Midterm grades posted to T-Square
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Binary Boom Review 2015 - Is Binary Boom SCAM? So How Does Binary Boom Software Work?? Binary Boom By Dennis Anker Review

Binary Boom Review 2015 - WHAT THE HECK IS A BOOM? Learn the Insider Details about Binary Boom in this Binary Boom review! So What is Binary Boom Software all about? So Does Binary Boom Actually Work? Is Binary Boom Software scam or does it really work?
To find answers to these concerns continue reading my in depth and honest Binary Boom Review below.
Binary Boom Description:
Name: Binary Boom
Niche: Binary Options.
Official Web site: Activate The NEW Binary Boom Software!! CLICK HERE NOW!!!
What is Binary Boom?
Binary Boom is basically a binary options trading software application that is developed to assistance traders win and predict the market trends with binary options. The software likewise offers evaluations of the market conditions so that traders can know exactly what should be your next step. It provides different secret techniques that ultimately assists. traders without using any complicated trading indicators or follow graphs.
Binary Boom Binary Options Trading Strategy
Base the Binary Boom trading technique. After you see it working, you can start to execute your method with regular sized lots. This technique will pay off with time. Every Forex binary options trader should select an account type that is in accordance with their needs and expectations. A bigger account does not imply a bigger profit potential so it is a great concept to begin little and slowly add to your account as your returns increase based on the trading selections you make.
Binary Options Trading
To assist you trade binary options effectively, it is very important to have an understanding behind the principles of Binary Options Trading. Currency Trading, or foreign exchange, is based upon the perceived value of. 2 currencies relative to one another, and is affected by the political stability of the country, inflation and interest rates to name a few things. Keep this in mind as you trade and discover more about binary options to optimize your learning experience.
Are the trades on the Binary Boom website actually live and occurring today this very second"? Is exactly what I'm seeing the REAL live price of the currency pairs?
Yes, trades are genuine. And yes, you see the REAL TIME rate of each currency pair traded.
Exactly what you're seeing are genuine trades that Binary Boom is placing right now in my Binary Options brokerage account, as they're being traded.
The entry and expiry prices and times are all accurate and precise.
The only thing they delay on the site is whether the trade is a CALL or a PUT ... and I do that for only 20 seconds.
Click Here And Watch This Video And Learn Why The Trades Are LIVE
Why does binary boom delay this information?
So People can not copy trades straight from the Binary Boom website, and because a 20 second delay is fair: on the one hand, They as much better results due to the fact that these are 60 second Binary options trades and rate can still change throughout the last 40 seconds.
On the other hand, anyone attempting to copy trades straight from the Binary Boom website won't get the real outcomes of Binary Boom as they'll be copying trades that are 20 seconds old.
Why are they delaying whether a trade is a CALL or a PUT by 20 seconds?
So people can't copy trades straight from the Binary Boom website. So dennis anker decided that a 20 second delay was fair because it prevents manually copying the trades, but it doesn't enable enough time to falsify the results you see with any degree of consistency. That's a win win situation - I can be sure that no one is copying trades from the Binary Boom site and you can be sure that the outcomes are genuine.
Is it possible for you to control the published outcomes by concealing the CALL/ PUT status for 20 seconds?
No, it's IMPOSSIBLE. Here's why:
BinaryBoom places 60 second Binary options trades. This is very important because when binary boom spots a trend it will place multiple trades for maximum profits!
If you're streaming existing market prices, it's difficult to know which rate will be 60 seconds from now. It's likewise impossible to understand which rate will certainly be 40 seconds from now.
Simply puts, the preliminary 20 seconds of each trade offers dennis anker NO benefit in knowing where rate will certainly be when a 60 second Binary Options trade expires.
Do not believe me? try it yourself!
Do the following:
Go to ANY broker, select any currency pair, then try speculating if cost will be above or below the existing market price after 40 seconds.
Wait 40 seconds.
Do that 10 times.
I ENSURE you will not be right more than 3 4 times!
The ONLY reason dennis postpone revealing the CALL/ PUT condition of a trade is merely to prevent people copying trades straight from the web site.
Is it safe to download the BinaryBoom software?
Yes, downloading is 100% safe for 2 factors.
First, binary boom is a Microsoft Verified Publisher.
That indicates dennis has given a special "certification" that confirms the validity of the binary boom software, that it does not contain a virus, malware, and so on, that it's 100 % clean and hasn't been tampered with in any way.
It's really HARD to get this kind of certification, but means that software publishers who do are the most reliable on the web.
The "certification" is embedded in the binary boom application and recognized by Windows, so you can verify that binary boom is a Microsoft Verified Publisher merely looking for this when installing BinaryBoom:
KEEP IN MIND: NEVER set up software application that doesn't show the name of the business in the Verified Publisher field.
Second, BinaryBoom has close to 7,000 ACTIVE happy users.
What The Heck Is Boom? A boom is when a currency pair has started to trend, That is the reason binary boom is so profitable it place's trades within a trend!
Binary Boom Summary
In summary, there are some obvious concepts that have actually been tested in time, as well as some newer strategies. that you may not have actually thought about. Hopefully, as long as you follow exactly what we suggest in this article you can either get started with trading with Binary Boom or enhance on exactly what you have already done.
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Apple Stock Robot Review 2015 - Is The Apple Bot SCAM Or LEGIT? Best Apple Stock Trading Software! Apple Bot By Gunnar Errikson Review

Apple Stock Robot Review 2015 - APPLE BOT?? Discover the INSIDER Facts about The Apple Stock Robot in this Apple Stock Bot review! So What is Apple Bot Software all about? So Does Apple Stock Robot Actually Work? Is Apple Stock Bot scam or does it really work?
To find answers to these questions continue reading my in depth and honest Apple Bot Review below.
Apple Stock Robot Description:
Name: Apple Bot
Niche: Apple Stock Trading
Official Website: Activate The NEW Apple Stock Robot!! CLICK HERE NOW!!!
What is Apple Stock Robot?
Apple Stock Robot is essentially a stock trading software that was created to help traders win and forecast the marketplace trends with apple stocks. The software likewise offers evaluations of the market conditions so that traders can understand exactly what should be your next step. It offers various secret techniques that eventually assists traders without utilizing any complicated trading indicators and without needing to follow graphs.
Apple Stock Bot - Apple Stock Trading Strategy
Base the Apple Stock Robot trading strategy. After you see it working, you can begin to execute your technique with routine sized lots. This approach will certainly settle in time. Every stock trader should select an account type that is in accordance with their needs and expectations. A larger account does not imply a bigger revenue potential so it is an excellent concept to start little and slowly add to your account as your returns increase based on the trading choices you make. Keep this in mind as you trade and discover more about apple stock trading to optimize your learning experience and to boost your income.
Apple Stock Robot Summary
In summary, there are some obvious ideas that have actually been tested with time, along with some more recent techniques. that you may not have thought about. Ideally, as long as you follow what we recommend in this article you can either begin with trading with Apple Stock Robot or enhance on what you have actually currently done.
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Profit Genius Review 2015 - Is Profit Genius SCAM Or LEGIT? Best Binary Options Trading Software. The Truth About Profit Genius By Henry Goldman Review

Profit Genius Review 2015 - PROFIT GENIUS?? Find out the Secrets about Profit Genius in this Profit Genius review! So Exactly what is Profit Genius Software all about? Does Profit Genius Actually Work? Is Profit Genius Software application scam or does it really work?
To discover answers to these questions continue reading my in depth and honest Profit Genius Review below.
Profit Genius Description:
Name: Profit Genius
Niche: Binary Options.
Profit Genius Is LEGIT!
It’s best you go now because the places are going super fast!
Official Web site: Access The NEW Profit Genius!! CLICK HERE NOW!!!
Exactly what is Profit Genius?
Profit Genius is generally a binary options trading software application that is designed to help traders win and predict the market trends with binary options. The software application likewise provides analyses of the market conditions so that traders can understand what should be your next step. It offers various secret strategies that ultimately helps You without making use of any complicated trading indicators or having to follow charts.
Profit Genius Binary Options Trading Method
Base the Profit Genius trading strategy. After you see it working, you can start to implement your method with regular sized lots. This method will settle in time. Every Forex binary options trader must choose an account type that is in accordance with their requirements and expectations. A larger account does not imply a bigger profit potential so it is a fantastic idea to start small and quickly add to your account as your returns increase based upon the winning trading selections the software will make.
Binary Options Trading
To help you trade binary options properly, it is important to have an understanding behind the fundamentals of Binary Options Trading. Currency Trading, or forex, is based upon the perceived value of 2 currencies pairs to one another, and is influenced by the political stability of the country, inflation and interest rates to name a few things. Keep this in mind as you trade and find out more about binary options to maximize your learning experience.
Profit Genius Summary
In summary, there are some evident ideas that have been checked with time, in addition to some more recent methods. that you might not have considered. Hopefully, as long as you follow exactly what we suggest in this short article you can either get going with trading with Profit Genius or enhance on exactly what you have actually currently done.
This revolutionary new software is looking for testers to trial their latest update
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Binary Hijack Review 2015 - Is Binary Hijack SCAM Or LEGIT? So How Does Binary Hijack Software Work? Binary Hijack By Nick Review

Binary Hijack Review 2015 - BINARY HIJACK? Find out the Insider Facts about Binary Hijack in this Binary Hijack review! So Exactly what is Binary Hijack Software all about? Does Binary Hijack Actually Work? Is Binary Hijack Software application scam or does it really work?
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Binary Hijack Description:
Name: Binary Hijack
Niche: Binary Options.
Official Web site: Activate The NEW Binary Hijack Software!! CLICK HERE NOW!!!
Exactly what is Binary Hijack?
Binary Hijack is generally a binary options trading software application that is designed to help traders win and forecast the marketplace trends with binary options. The software likewise offers analyses of the market conditions so that traders can know what should be your next step. It gives various secret strategies that ultimately helps. traders without utilizing any complicated trading indicators or follow graphs.
Binary Hijack Binary Options Trading Method
Base the Binary Hijack trading method. After you see it working, you can start to execute your technique with regular sized lots. This technique will certainly pay off over time. Every Forex binary options trader must pick an account type that is in accordance with their needs and expectations. A larger account does not indicate a larger profit potential so it is a fantastic concept to start little and slowly add to your account as your returns increase based upon the trading choices you make.
Binary Options Trading
To assist you trade binary options correctly, it is essential to have an understanding behind the fundamentals of Binary Options Trading. Currency Trading, or foreign exchange, is based on the viewed value of two currencies pairs to one another, and is affected by the political stability of the country, inflation and interest rates to name a few things. Keep this in mind as you trade and find out more about binary options to optimize your learning experience and boost your profits.
Binary Hijack Summary
In summary, there are some obvious ideas that have actually been checked in time, in addition to some more recent strategies. that you might not have actually considered. Ideally, as long as you follow exactly what we suggest in this article you can either begin with trading with Binary Hijack or enhance on exactly what you have actually already done.
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China Millionaire Review 2015 - Is China Millionaire SCAM Or LEGIT? How Does China Millionaire Software Work!! China Millionaire By Jin Lee Review

China Millionaire Review 2015 - CHINA MILLIONAIRE?? CHINA'S SECRET REVEALED!! Find out the Facts about China Millionaire in this China Millionaire review! So What is China Millionaire Software all about? Does China Millionaire Actually Work? Is China Millionaire Software application scam or does it really work?
To find answers to these concerns continue reading my in depth and truthful China Millionaire Review below.
China Millionaire Description:
Name: China Millionaire
Niche: Binary Options.
Official Website: Activate The NEW China Millionaire!! CLICK HERE NOW!!!
Exactly what is China Millionaire?
China Millionaire is essentially a binary options trading software that is created to assistance traders win and forecast the market trends with binary options. The software also offers analyses of the market conditions so that traders can know exactly what should be your next step. It offers different secret techniques that ultimately helps. traders without utilizing any complex trading indicators or follow graphs.
China Millionaire Binary Options Trading Technique
Base the China Millionaire trading method. After you see it working, you can begin to execute your method with regular sized lots. This method will certainly pay off in time. Every Forex binary options trader should pick an account type that is in accordance with their needs and expectations. A larger account does not mean a larger revenue potential so it is a great idea to begin small and slowly add to your account as your returns increase based upon the trading selections you make.
Binary Options Trading
To assist you trade binary options effectively, it is necessary to have an understanding behind the fundamentals of Binary Options Trading. Currency Trading, or foreign exchange, is based on the viewed value of 2 currencies pairs to one another, and is affected by the political stability of the country, inflation and interest rates among other things. Keep this in mind as you trade and discover more about binary options to optimize your learning experience and boost your trading profits.
Will this work for You?
China Millionaire is a super algorithm that allows you to profit on auto pilot. What does that mean? It means that you can make automated trades without even knowing what a ‘call’ or ‘put’ is. Just follow the easy instructions and you will be trading like a pro – even if you don’t know a thing about trading!
What does approved and verified mean?
Good question. The China Millionaire software is an Approved and Verified software. That means that all results and claims have been independently verified and approved by a third party. So you can rest assured that all results are accurate.
Who can I call with questions?
As a China Millionaire member, you will have access to your own 24/7 support line. Call them any time, they are always there to help you!
Where can You use the software?
Because the China Millionaire software is digital, you can use the software absolutely anywhere. Access China Millionaire from your PC, laptop, tablet and smartphone wherever there is an Internet connection.
How fast can You withdraw your profits?
You can withdraw your profits at any time and they will appear in your bank account within 2-3 business days.
China Millionaire Summary
In summary, there are some apparent ideas that have been checked in time, along with some more recent methods. that you might not have actually considered. Hopefully, as long as you follow exactly what we suggest in this article you can either start with trading with China Millionaire or improve on what you have actually currently done.
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submitted by CameronDownes to CameronDownes [link] [comments]

Trend Trader Review 2015 - Is Trend Trader App SCAM Or LEGIT? Best Binary Options Trading Software??? The Truth About TrendTrader By Jonathan Miller Review

Trend Trader Review 2015 - TRENDTRADER APP?? Discover the Secrets about Trend Trader in this Trend Trader review! So What is Trend Trader Software all about? Does Trend Trader Actually Work? Is Trend Trader Software scam or does it really work?
To discover answers to these concerns continue reading my in depth and truthful Trend Trader Review below.
Trend Trader Description:
Name: Trend Trader
Niche: Binary Options.
How Does the Trend trader Software Work?
Trend trader is integrated with multiple, very large financial databases throughout the world and has full access to financial records since 1959 with the ability to recognize patterns of Call or Put of leading assets.
The Trend trader’s main algorithm is developed based on repetitive patterns used in the binary options Market!
Official Site: Access The NEW Trend Trader!! CLICK HERE NOW!!!
What is Trend Trader?
Trend Trader is basically a binary options trading software that is created to help traders win and forecast the market trends with binary options. The software also offers analyses of the market conditions so that traders can know exactly what should be your next step. It provides different secret methods that eventually helps. traders without utilizing any complex trading indicators or follow charts.
Trend Trader Binary Options Trading Method
Base the Trend Trader trading method. After you see it working, you can start to implement your method with routine sized lots. This approach will certainly pay off over time. Every Forex binary options trader should pick an account type that is in accordance with their requirements and expectations. A larger account does not indicate a larger revenue potential so it is a great idea to begin small and quickly add to your account as your returns increase based on the winning trading selections the software predicts.
Binary Options Trading
To assist you trade binary options properly, it is necessary to have an understanding behind the basics of Binary Options Trading. Currency Trading, or foreign exchange, is based on the perceived value of two currencies pairs to one another, and is influenced by the political stability of the country, inflation and interest rates among other things. Keep this in mind as you trade and learn more about binary options to optimize your learning experience.
Trend Trader Summary
In summary, there are some obvious ideas that have actually been tested over time, along with some newer techniques. that you might not have actually thought about. Hopefully, as long as you follow exactly what we recommend in this post you can either start with trading with Trend Trader or enhance on what you have currently done.
Here's What You Will Get Full Access To:
Repetitive Algorithm
Repetitive Patterns Algorithm will open a trade only with assets that present repetitive pattern!
Financial Databases
Trend trader is integrated with multiple, very large financial databases throughout the world and have full access to financial records since 1959!
Consistent Updates
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1-on-1 Lifetime Support
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Google Trader Review 2015 - Is Google Trader SCAM Or LEGIT? Best Binary Options Trading System.. The Truth About Google Trader 2015 By Ben Williams Review

Google Trader Review 2015 - GOOGLE TRADER?? Discover the SECRETS about Google Trader in this Google Trader review! So Exactly what is Google Trader Software all about? Does Google Trader Actually Work? Is Google Trader Software application scam or does it really work?
To discover answers to these concerns continue reading my in depth and honest Google Trader Review below.
Google Trader Description:
Name: Google Trader
Niche: Binary Options.
Ben William has created a This Amazing Trading Software called “Google Trader” The software works on autopilot and place's the winning trades on big markets and stocks like eBay, Yahoo, Facebook and Google and few other big stocks like Coca Cola etc..
You just have to activate it and DONE, It will do the rest of lifting if self..
Official Website: Activate The NEW Google Trader System!! CLICK HERE NOW!!!
Exactly what is Google Trader?
Google Trader is basically a binary options trading software that is created to help traders win and predict the marketplace trends with binary options. The software likewise offers analyses of the market conditions so that traders can understand what should be your next step. It provides different secret methods that ultimately assists. traders without using any complex trading indications or follow charts.
Google Trader Binary Options Trading Method
Base the GoogleTrader 2015 trading method. After you see it working, you can start to implement your technique with regular sized lots. This approach will certainly settle gradually. Every Forex binary options trader should pick an account type that is in accordance with their requirements and expectations. A larger account does not imply a larger profit potential so it is a great idea to begin little and quickly add to your account as your returns increase based upon the winning trading selections the software makes.
Binary Options Trading
To help you trade binary options properly, it is necessary to have an understanding behind the fundamentals of Binary Options Trading. Currency Trading, or foreign exchange, is based on the perceived value of 2 currencies pairs to one another, and is affected by the political stability of the country, inflation and interest rates to name a few things. Keep this in mind as you trade and learn more about binary options to optimize your learning experience.
Things That You Need To Know About Google Trader:
Google Algorithm
Google Trader is an Auto Trading software that based on Google’s Search Engine algorithm!
Google Trader is Up to 96.47% Accurate.
Auto Trading Software
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Updates & News
Google Trader's database is updated every 10 seconds in order to always have the most profitable market opportunities!
Google Trader Summary
In summary, there are some evident ideas that have actually been checked in time, in addition to some more recent techniques. that you might not have actually thought about. Ideally, as long as you follow what we recommend in this short article you can either get going with trading with Google Trader or improve on what you have actually already done.
GoogleTrader is the Most Advanced and Most Accurate trading bot ever Released!
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Millionaire Dream Review 2015 - Is Millionaire Dream SCAM? How Does Millionaire Dream Software Work??. Millionaire Dream By Chris Review

Millionaire Dream Review 2015 - MILLIONAIRE DREAM??? Discover the Facts about Millionaire Dream in this Millionaire Dream review! So Exactly what is Millionaire Dream Software all about? Does Millionaire Dream Actually Work? Is Millionaire Dream Software scam or does it really work?
To find answers to these questions continue reading my in depth and honest Millionaire Dream Review below.
Millionaire Dream Description:
Name: Millionaire Dream
Niche: Binary Options Trading.
Official Site: Access The Brand NEW Millionaire Dream System!! CLICK HERE NOW!!!
Exactly what is Millionaire Dream?
Millionaire Dream is generally a binary options trading software application that is developed to help traders win and forecast the marketplace trends with binary options. The software also provides evaluations of the market conditions so that traders can know what should be your next step. It provides different secret methods that ultimately helps. traders without utilizing any complicated trading indications or follow graphs.
Millionaire Dream Binary Options Trading Strategy
Base the Millionaire Dream trading method. After you see it working, you can start to implement your method with regular sized lots. This method will certainly settle over time. Every Forex binary options trader should choose an account type that is in accordance with their needs and expectations. A bigger account does not mean a larger revenue potential so it is a great concept to begin small and gradually add to your account as your returns increase based on the trading selections you make.
Binary Options Trading
To assist you trade binary options properly, it is necessary to have an understanding behind the basics of Binary Options Trading. Currency Trading, or foreign exchange, is based upon the viewed value of. two currencies relative to one another, and is influenced by the political stability of the country, inflation and interest rates to name a few things. Keep this in mind as you trade and find out more about binary options to optimize your learning experience.
Millionaire Dream Summary
In summary, there are some evident ideas that have been checked over time, in addition to some newer methods. that you may not have thought about. Ideally, as long as you follow exactly what we suggest in this article you can either get going with trading with Millionaire Dream or improve on what you have actually currently done.
Click Here To Claim Your Millionaire Dream App LIFETIME User License!!
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Fisher App Review 2015 - Is Fisher App SCAM Or LEGIT? Binary Options Trading Signals System. Fisher Method By Jacob Clark Review

Fisher App Review 2015 - FISHER APP?? Discover the Truth about the Fisher Method in this Fisher App review! So Exactly what is Fisher App Software all about? Does Fisher App Actually Work? Is Fisher App Software application scam or does it really work?
To discover answers to these concerns continue reading my in depth and honest Fisher App Review below.
Fisher App Description:
Name: Fisher App
Niche: Binary Option Trading Signals.
The Fisher App Is A Custom High Quality App Built From Scratch! The Fisher APP is 100% developed in house. Its based on very solid trading indicators and designed by a top UX designer. The Fisher Method is not new at all. Universities around the world have been using this statistical formula for a long time. Why haven't private traders used this formula to their advantage? Because its very complicated to calculate in real time while trading. That's why Jacob has decided to create this brilliant formula called the Fisher App!
Official Site: Get Full Access The The Fisher App!! CLICK HERE NOW!!!
What is Fisher App?
Fisher App is basically a binary options trading software application that is created to help traders win and predict the marketplace trends with binary options. The software also provides analyses of the market conditions so that traders can understand what should be your next step. It provides different secret methods that ultimately helps. traders without using any complex trading indicators or follow charts.
Fisher App Binary Options Trading Method
Base the Fisher App trading method. After you see it working, you can start to execute your technique with regular sized lots. This approach will certainly settle over time. Every Forex binary options trader should select an account type that is in accordance with their requirements and expectations. A larger account does not suggest a bigger revenue potential so it is a fantastic concept to begin small and slowly add to your account as your returns increase based on the trading selections you make.
Binary Options Trading
To assist you trade binary options effectively, it is necessary to have an understanding behind the fundamentals of Binary Options Trading. Currency Trading, or foreign exchange, is based on the viewed value of 2 currencies pairs to one another, and is affected by the political stability of the country, inflation and interest rates among other things. Keep this in mind as you trade and find out more about binary options to optimize your learning experience.
What Can You Expect From The Fisher App?
Simple to understand video training explaining the Fisher Method and how to profit with it
Personal 1 on 1 Support
Chat directly and 1 on 1 with trading experts.
Private Community
Watch the live results all verified by an independent 3rd party
How long before I will see profits?
It depends! But as you will see on the membership area page it can go very quickly! On that page Jacob sets up an account live in front of your eyes and Jacob even mange to catch 2 profitable trades, all within about 8 minutes!
Fisher App Summary
In summary, there are some evident concepts that have been checked in time, as well as some newer methods. that you might not have considered. Hopefully, as long as you follow exactly what we suggest in this article you can either get going with trading with Fisher App or improve on what you have already done.
Meet Jacob, check out the free presentation to see what everybody in the financial world is raving about: As a Professor or Statistics and honorary Professor of Mathematics Jacob has over 100 published research articles. All these papers are related to statical calculus and algorithms. Jacob not only teach statistics, but have used it to earn over $5M trading Binary Options over the last 3 years. Now the Fisher APP™ is finally available to the public.
Click Here To Claim Your Fisher App LIFETIME User License!!
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Start Making Money With The Fisher Method Today!
Remember, not only will it get you insight in the process of one of the best traders in the world and COPY HIS TRADES FOR FREE, but it will also give you the momentum you desperately need to achieve your freedom.
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Forex Espresso - MT4 na Mac osx How to install MT4 on Mac OS Catalina. - YouTube Part 3: Using Metatrader 4 with a Mac for Forex Trading ... Forex Day Trading Setup PC / MAC  Equipment  Software ... Forex Trading On Mac: The Must-Have Tools I Use! - YouTube BEST TRADING SOFTWARE ON MAC, IPAD AND IPHONE - YouTube What Does Forex Trading Journal App For Mac ...

Yes, the MetaTrader 4 (MT4) trading platform can be installed on Mac OS operating systems using a version of a free open-source software called Wine. Please note that Wine is not regarded as a fully stable application and therefore some functions may not work properly or not work at all. sorry I'm not yet a Mac user. Trading Software vs Trading Platforms. The line between trading software and trading platforms is becoming increasingly blurred as many trading tools like TradingView now allow you to trade as well by connecting them to brokers.. The same goes for TC2000 for Mac which started out as a stock trading software but now allows you to open a TC2000 brokerage account to trade in real time. It took me a while but I found what I consider the best trading platform for mac: Trade Interceptor. By the way, I have a 2011 MacBook Pro and my broker is Oanda. I started out using MT4 in parallel, then MT4 with fusion, then MT4 with a wine wrap... Forex trading software provides best methodologies and tools for performing easy, quick and accurate trading. They provide up to date market analysis and reports which enable the traders to invest accordingly. They come with the best community as well as customer support and historic data for trend analysis. 5 Best Forex Trading Software For Mac; How To Trade Forex On Mac; With this in mind, here is our list of the best forex trading platforms and software for Mac in 2020: 1. TradingView (Free) Available In The USA. TradingView is an incredibly popular community driven web-based stock and forex charting software that offers an easy to use way of tracking and analyzing forex currency markets. It ... A selection of Forex trading platforms for Mac. In this article, we will avoid stating the obvious and skip suggestions such as use a web-based trading platform or partition your laptop to install the Windows OS. We want to explore the current market for forex trading platforms compatible with macOS desktops. Let’s explore the available trading platform for Mac options. MetaTrader 5 for ...

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Forex Espresso - MT4 na Mac osx

In this Montreal Forex trading vlog, I share with you, the Mac lover, how I'm able to trade Forex from my Macbook. This requires a combination of tools that ... Forex Day Trading Setup PC / MAC Equipment Software deutsch In diesem Video zeige ich Dir mein persönliches Trading Setup, welches ich täglich benutze,... Day trading for beginners using Etrade pro on Mac and Jason Bond Picks - Duration: 12:56. SwingTraderZ Recommended for you things to download; 1. MacOs Mojave; https://apps.apple.com/us/app/macos-mojave/id1398502828?mt=12 2. Parallel desktop: '''''Password: soft98.ir''''' http:/... Join our free FB Group: https://www.facebook.com/groups/StellarNiche/ Thank you for watching! I hope you enjoyed it and hopefully you found some value in it.... See These Helpful Hints: https://bit.ly/32R7XQ4 - What Does Forex Trading Journal App For Mac - sunskyofficial - 티스토리 Mean? It's possible to look at multiple... Get more information about IG US by visiting their website: https://www.ig.com/us/future-of-forex Get my trading strategies here: https://www.robbooker.com C...

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