Three Forex Robots Built for 1-Minute Charts - Algorithmic ...

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)
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Virtnext Review - Best binary option trader

VirtNext Review : Read this VirtNext Review to know whether Virt Next Software Review is Scam or Legit ? VirtNext Trade Software has been discharged as of late .It have made a significant sensation with respect to its execution . Indeed, the most essential thing you should think about is whether this exchange programming genuine or one more add to the trick list? So for your mindfulness we have done a complete audit this product ,Read beneath to discover the conclusion.
VirtNext Software Review – Scam or Legit?

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virtnext Review
Step by step instructions to Join the VirtNext Algo Trading Robot ?
Here's the way to join the VirtNext Trading. Take after the underneath Steps and begin Making Profits !
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Open An Account with the Signal supplier here : Open Virtnext Account
Round out your Correct subtle elements in the Members zone
Store a Min of 250$ to the Options exchanging Broker Account (All Brokers are Trusted)
Turn On the Autotrading ,Set the Risk Level to Low and Trade size to $25
My prescribed setting is above $25 per exchange , with that exchange size itself i have made a benefit of $1750 inside of 7 days .I began with $500 store .i have effectively pulled back $1200 Profits :)

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Profiting in the Forex and Stock exchanging is difficult, which is conceivable just through high winning programming . You can trust the virtnext organization in light of the fact that they have demonstrated results with their product. It's having a triumphant rate of 86%
Is VirtNext Scam or Worthy to Use?
Vincent Bollore ,the CEO ensures best results with Virtnext .What you need to do is to enroll a record and initiate it. At that point making $1 K+ on exchanging days is conceivable with Virtnext in view of your beginning capital .
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When you set Virtnext programming on autopilot, it purchases and offers resources like Stocks ,Currencies and so on ,the signs produced with their product are profoundly gainful. In this way, before the day's over you will be making decent benefits through their framework.
This product can be utilized on any stage, unequivocally Desktop, IOS and Android just. It makes the exchanging interface much smoother and consistently improved to exchange better for benefits. The Software keeps running on an Algorithm-Trading framework which by imprint utilizes high PCs which are quick to purchase and offer resources, monetary standards and more in the business sectors.
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How does the Virtnext Software functions ? !
The VirtNext Software furnishes you with an Algorithm running on pace and top of the line PCs which permits you to offer and exchange quicker. The organization has just lost cash once in 4 years which is a significant achievement. You can utilize their framework on your desktop or Smartphone application for simple access with no limitations.
Yes you will need to put a store of cash or capital keeping in mind the end goal to setup your specialist account . The base store for VirtNext is around $250-300.
Virt-Next-Trading-System-Review
The great part is this product framework is not any tricks that you need to stress over. It is a genuine system keep running by author and proprietor Vincent Bollore who ensures min 80% + Win rate . Along these lines, my answer is entirely basic that you should attempt this signs App framework on account of it's productivity. Virtnext Review – The pitch
Virtnext scam reviewSo the reason we are getting free access today to Virtnext? Because the company wants to raise its shares price to 300% before the end of the year, as they want to go public.
Of course the access to Virtnext will be open for longer than a day we all know this. But they do not limit the places or say there are not many spot s left, once they have enough people they will close the doors but they have no limit on how many they will let in. If you’re interested, don’t delay and access your spot by clicking here. You can always fund your account later, but don’t miss out on the opportunity to enter if this is as good as we think it might be. Virtnext Review –

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I really do not enjoy singing the praises of a product I have not actually even tested yet, but this Virtnext video has been very well made. A lot of time and effort has been put into this; it is Virtnext scam reviewnot just text and Voice overs.
I do believe that the people we see in the video are actors, but as I have said before this alone does not mean the Virtnext software is a scam. A lot of highly reputable companies use actors in the sales videos as they do not make silly mistakes on camera , they learn their lines and project the vision the company wants to portray.
The Virtnext video goes into a lot of detail about the company and what it does and where it came from.

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The Sales Page
Virtnext Scam reviewThe Virtnext front page is a well designed smooth looking site. They have used simple colours that standout. There seems to be a lot of information on the front page but that really isn’t the case, it is all just large images to get the point across.
Green and Yellow seem to be very ‘in’ colours at the moment.
There are large images of laptops and screens, giving a modern feel, and also showing that this software will work on any device.
I especially like the Facebook feed towards the bottom of the page. This is a new layout I have not seen used before and is especially eye-catching.
There is a list of companies that use Virtnext for their investments. And there are some big names here.
Of course there are the Virtnext members testimonials. These never mean a lot to me as I think most video testimonials are contracted form the likes of Fiverr.com. The only one that is slightly believable in this bunch is the last guy Warren – the rest look like they are reading a script.
But this is neither here nor there. I do not recognize the faces from previous Binary Option scams.Virtnext scam review Virtnext Review – Page two
I am now through to the second stage of the Virtnext membership. This is the standard layout we have seen time and time again, but it still has the professional feel from the First VIrtnext page.Virtnext scam review
I do not think they have stopped their efforts here. The second video is just a simple well done and now register with one of our brokers and fund your account.
There is a timer on me now, I have 8 minutes to comply. I know that this is a little false scarcity but I am going to let it slide for now. The little things are not really adding up to ring scam bells with me here on the Virtnext page.
The rest of this Virtnext page has the news bulletin blasts and the testimonials like form the front page. A slightly different layout but essentially it’s all the same information. The news bulletins are different and displayed on a nice slider.
Under the Virtnext members testimonials we have a graph showing Virtnext members and their earnings. This is displayed in a new way, which looks really great, but once again not of any real benefit as how do we know if this is real? The Broker
Virtnext scam reviewI entered this review knowing I was going to sign up as the reviews from other binary options websites and information from other traders is just glowing.
I have been assigned Option Stars as a broker and will update you all on the progress following my initial deposit of 500€.
I am eager to see how the Virtnext software performs; having one of the most powerful computers in the Market place analyzing the data is a huge plus.
After not getting the software to link I requested a withdrawal no problems and have redeposited with 24Option, who is also regulated and widely considered to be one of the best around. Virtnext Review – Conclusion
So far I am impressed. The feedback on this software is just amazing, and the detail and effort that has been put into the Virtnext website is convincing enough.Virtnext scam review
Like I said earlier, I can forgive a few little things that are used as basic sales techniques like actors and a countdown timer. The positives have far outweighed the negatives here on my Virtnext review.
I will be back with an update in the next day or so once I am familiar with the software. Make sure you subscribe to my YouTube Channel to get the update on this Virtnext scam review, and see how it really works.
At the end of the day, a real test is the only way to know if it works or not. I will once again keep the identity of the account I use a secret from you and the brokers, just to make sure the results are genuine, as a lot of you out there think the brokers or software developers give me a better version of the software.
Stay tuned for the update and please share this Virtnext review so we can get the word out to others.

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<< DOWNLOAD VIRTNEXT SOFTWARE FROM HERE AND ENJOY THE BONUS >>

submitted by mkoinsadvy to Tradereviewse [link] [comments]

[Table] IAmA: I used to work as IT support at the main office of one of the largest oil companies in the world. AMA!

Verified? (This bot cannot verify AMAs just yet)
Date: 2013-06-23
Link to submission (Has self-text)
Questions Answers
What's the dumbest question someone has ever asked you in your job as IT support? I can imagine that there'd be quite a few! There were many questions indeed. What amazed me the most is that people who worked with a program that costed a few hundred thousand dollars in licencing actually had no idea how a computer worked.. Also all these damn lawyers requesting a larger Outlook inbox, having no idea about what a megabyte was and that there could actually be limitations in a computer.
Anyway, the dumbest and most annoying thing was probably the time I got a servicecall from a user complaining that his mouse didnt work properly. I had to walk from my office across the entire building (about 10 min walk), just to find out that it he actually just thought his mouse cord was too short. Because he had twisted it about 3 times around his screen / other equipment. I untangled the cord and asked him if that solved the problem, the answer was yes, yes it did.
Haha wow! That'd really have ticked you off! I'm currently studying Year 11 and I want to go into IT somewhere in the future, somewhere in networking. How did you get into the position you are currently in? Do you have any advice? As disappointing as it may sound, alot of IT jobs is gotten through connections with people. I had a friend who managed to get me an job interview at this place and the boss really liked me, so I got the job.
My best advice is to get out there, even for free internships or whatever. You don't need alot of "school knowledge" as you will be given alot of training at the job.
When searching IT jobs (especially onsite/support), just ignore the requirements. I'm lacking alot of the certificates that would be required of me, but yet, here I am.
Also onsite support is a great way of starting out, as your job description will pretty much say that all you do is general support to users, but as you will be the only IT guy around, you will usually be trained in alot of other things aswell, and it's not required of you to know much beforehand. :)
In IT, do you ever have to make your own network cable? If so, how do you do it? Yea you do, you basically just put the cords in the socket, hehe. Link to www.wikihow.com
Howdy. What do they use the 3D projectors for? And did they really need them, or is there enough money floating around that it's easy to get approval for whatever they want? I believe the large, proper, 3D projectors were used for highend meetings and conferenses, also to somehow project oilpipe blueprints in 3D and things like that.
They probably did not need them, but I can certainly see the advantage in projecting something over a conference room instead of browsing around in a CAD program or such.
The smaller 3D projectors were used for random things, meetings and whatnot, also Game of Thrones and World of Warcraft :) They required 3D glasses though, the larger ones didn't.
EDIT: Yes, there was a huge amount of waste. Every piece of equipment had to be really high-end and as soon as something was used it was thrown away, as the companies management couldn't be expected to work with "used" equipment.. This was everything from expensive headsets and webcams to mouses, keyboards and even computers.
Were you able to keep any of these expensive things they just threw away? Where I work, people can recycle laptops and desktops, so we'll pull some RAM, wireless cards etc if we need a part. Nopes, like I previously wrote, it was all strictly sent for demolision/recycling, atleast the computer parts. We were free to take cables/mouses/cameras etc though.
Well to be fair, it's not like they are ever going to run out of money, so why not get the top shelf stuff? This is true. The company among the top 50 companies world wide, so I guess they had quite a bit of money to spend.
What were your day to day responsibilities? To make sure that everything was up and running. As onsite support you are pretty much responsible for everything there is, even if its not actually what you are hired to do.
Common tasks could be to exchange equipment, install and set up program configurations, assisting conferences (sitting in a corner making sure everything works as intended, and to fix any possible issue within seconds).
Also being comforting and telling everyone that everything is going to be alright.
What was the most complex problem you had to fix? Alternatively, where there special engineers who worked on the especially complex equipment? To be honest, there weren't alot of real complicated IT issues for me as I was onsite. Port configurations, tunneling and security issues etc were handled by our IT department located in another city (I suppose your question was only regarding IT).
I guess some of the more complicated things for me would be setting up the projectors and various conference rooms, being live support in major meetings, also various networking issues.
How much porn have you found? Actually, none (not at that company atleast). There were so many restrictions on the computers and the net, also we weren't really allowed to troubleshoot properly. Also everything was automatically synced to the company servers.
If there were an issue that we pretty much could not solve on the spot, the computer would be reinstalled and given back to the same user. If that did not solve the problem, the computer would be sent to demolition and a new one would be given out to the user.
Why not just take out the hard disk and donate the old hardware? Because traces of data can be stored in other places than the drive. The company had a contract with some "green" disposal firm that recycled as much as they could, though.
Link to images2.wikia.nocookie.net
Because traces of data can be stored in other places than the drive. What the hell are you talking about? There's no data anywhere other than the drive. See answer above. You really are clueless.
What's the standard issue equipment to their employees? It really depends on their assignment. Laptops were usually HP Elitebook 8570 series, stationary computers were in the HP Z800 series (Google the speccs, a computer could cost around $50 000-$80 000).
I would be very surprised if you were issuing Z800's to the average user. the HP8200/8300 series is much more common. Z800's are used for low to mid range servers. Not the average user, no, I reckon it was mostly for the people working with heavy CAD applications and whatnot. It was our most high-end workstation, but in a building with almost 2000 workers I guess that we had about a hundred atleast.
Sure you don't have a few too many zeroes in that price range? I just Googled Z800's and HP lists them as starting at $2200. For $50-80k I could have a Cray CX1 supercomputer on my desk. Starting at $2200, yes. I'm not completely sure about the price as I did not actually order them, but they came with over 200GB of RAM etc.
May I ask why you do no longer? I was working at an IT consultant so I was only there for a few months. I actually do still work for one of the largest oil companies in the world, just not the same as before. I asked a mod nicely to change the description a bit.
Do they pay their IT folks well? I believe I was very underpaid but then again I was only a consultant.
The $30MM 3D projectors used for displaying reservoir models? I believe so, amongst other things.
But he said he "used" to work there ? I do still work for another major oil company that fits the description just as well :)
What help desk ticket system do you use (custom, out of the box, none, etc.)? What do you like about it? What do you hate about it? How would you want it improved? We mainly used (and I still do at my current workplace) HP OpenView Service Desk.
Lots and lots of functions, don't have much complaints on it (atleast not the newer versions).
Not sure how I'd improve it, perhaps by adding a neat export functions to get pretty .pdf docs of my cases.
Are you hiring? Also, did you get a degree or certs before landing this position? I do not believe they are, atleast not in the IT department.
I didn't have much prior education at all to be honest, lacking all of the certs that would usually be required. I was quite lucky to get this job and I learned alot during the time I was there.
Never had any issues getting a job since then though due to good recommendations from this place, like I previously wrote I work at a similar company right now.
Reynholm industries? Nope!
Do you have any conflicting moral feelings because of the industry you work in? Not really, it might have been worse if I worked for BP ;o)
Every time the company struck oil we got cake!
Did you do any support for their energy/forex desks?? Not quite sure. We had around 2000 users in various departments (including CAD, drilling, legal, CEO's etc).
What is your daily personal hygeine routine? Do you brush your teeth before or after breakfast? After breakfast, ofcourse!
Have you broken any expensive equipment? Well, not really. A colleague of mine managed to tip over about 10x Elitebook 8570p that was stacked on a 2 meter high shelf.
As for me, I was carring around 5-6 laptops, dropped one and out of pure reflex I kick it with my food straight into the wall. It survived with a few bruises though!
Is the 3D projector used to help see how shale formations actually look so that they can be fracked/drilled? I have heard that. Yep, this was also the main thing that the Z800 computers was used for.
30 million dollar 3D projectors eh? Yep. I can provide a few pictures later if people are interested.
How much did you make? About $50.000 a year as 1st/2nd line.
Why did you stop and what are you doing now? See answer above.
Any renewals coming up that I might bid for? Hehe, not that I know of.
Hey there. What was your starting pay like? Around $50.000 a year.
I don't know the details of what he emailed you, but an email address alone should not count as proof. Changing email headers is really easy. Link to en.wikipedia.org. Yes, I agree with this but I wasn't really sure how else to prove it.
Hey, I've lost the self-destruct code from that deep-sea rig. Send it! Well ofcourse. I'll PM you the new one!
Last updated: 2013-06-28 11:34 UTC
This post was generated by a robot! Send all complaints to epsy.
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FOREX TRADING PROFIT IN 1 MINUTE STRATEGY  FOREX TRADING ... 90% Accurate Forex Scalping EA/ Robot🔥 $150 To $3142 Just ... Download FREE Forex Robot! Best forex EA 2020! Expert ... Forex 1 Minute Scalping Strategy - Best Indicator for 1 ... Best FOREX ROBOT Ever 2019. $100 to $50,000 in a month ...

1 Min Forex Scalping Trading System. Every trader out there needs that one system that allows them get in and out of the market within minutes and in a profitable manner. The 1 min forex scalping trading system is designed to give you quick and powerful entry and exit signals on the 1 min trading charts. Start using a brand new strategy on your forex charts in less than 5 minutes. One of the hidden expenses of forex trading is time. All the hours needed to research, test, and master new forex strategies adds up. Our free forex robot lets you skip straight to the fun part; executing a profitable forex strategy on your charts. No wait, no delay. FOREX 1 MIN TRADER Trading System strategy makes use of 1 minute chart to trade. We look for prices that have gone up/down too fast and heavy buying/selling pressure. Then after identifying using 2 indicators, we will look out for prices going up but momentum and strength slowing down and vice versa (i.e this is called divergence in the 1 min ... For a long period, we professionally research the Forex automated trading market. Over the years, we have gained experience that we systematically share with you in our reviews. Choosing an EA is a very important procedure, as it involves using it on a real account in order to make money. In the table, we have put together the ratings and results of the best trading robots performing. The 1 Minute Daily Forex Trading Strategy is a scaling system used to trade the major currency pairs. One of the major advantages of this trading strategy would be that it uses two momentum indicators to determine the general direction for the day and the strength of the trend.

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FOREX TRADING PROFIT IN 1 MINUTE STRATEGY FOREX TRADING ...

Download also our FOREX BOT "ForexGumpBot" at the link https://mql5.com/8bcta We recommend trading on GBPUSD H1. Minimum deposit from $ 100 This robot has be... Glad this video helped, no more products for sale no more courses either, study the videos they will teach you everything you need to become a 6 and 7 figure... Hello Trader Characteristics of EA 1. Platform - Metatrader 4. 2. Asset - Major Currency Pair. 3. Candle Timeframe - 1 Hr. I Hope This Forex EA Brings Succes... If a forex 1 minute scalping strategy doesn't appear to fit your trading style, you always have the option to download our free arrow indicator on the link b... All about Trading in Forex Marked EASY 1 min Super Scalper over 90% win rate Music: Distrion & Alex Skrindo - Lightning [NCS Release] link to the indicator p...

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