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Wall Street Coder: Anybody Can Learn to Code and Trade (50 Hours)
Preface
Quantopian Introduction (4:37)
Level 1 - Python Language Basics (Introduction)
Introduction to Python (4:58)
Update: Installing Jupyter
Level 1 - Python Language Basics: 01) Variables
00. Variables (7:27)
01. Variables Demo (9:53)
02. Variable Operators (5:34)
03. Variable Operators Demo (18:36)
Variables File
Level 1 - Python Language Basics: 02) Collections
00. Lists (19:57)
01. Tuples (9:29)
02. Dictionaries (17:44)
03. Matrices (14:44)
Collections File
Level 1 - Python Language Basics: 03) Control Flow
00. If Statements (25:00)
01. While Loops (11:18)
02. For Loops (21:13)
03. Control Flow Statements (13:16)
Control Flow File
Level 1 - Python Language Basics: 04) Functions
00. Function (12:19)
01. Parameters and Return Values (14:06)
Functions File
Level 1 - Python Language Basics: 05) Classes and Objects
00. Classes and Objects (16:44)
01. Using Objects (12:24)
02. Static Class Members (13:46)
03. Inheritance (30:15)
Classes and Objects File
Level 1 - Python Language Basics: 06) Summary of Python
Summary of Python (4:32)
Level 2 - 01) Pandas Tutorial
00. Pandas 101 Course (10:40)
01. Installing Pandas (8:12)
02. Pandas Data Types (7:39)
03. Pandas Data Types Demo (7:05)
04. Creating Series Demo (7:03)
05. Creating Series Demo (Cont'd) (8:07)
06. Series Function (5:17)
07. Series Functions Demo Part 1 (8:06)
08. Series Functions Demo Part 2 (13:53)
09. Creating Dataframes (6:16)
10. Creating Dataframe Demo (18:02)
11. Dataframes Functions (5:32)
12. Dataframes Functions Demo (Part 1) (13:20)
13. Dataframes Function Demo (Part 2) (10:57)
14. Pandas 101 Course Summary (5:04)
AAPL CSV File
Pandas Practice Source Code
Level 2 - 02) NumPy Tutorial
00. NumPy Course Introduction (7:03)
01. Installing NumPy (7:10)
02. NumPy Data Types (15:09)
03. NumPy Arrays (14:26)
04. NumPy Array Functions (24:01)
05. Creating NumPy Matrices (11:49)
06. NumPy Matrix Functions (28:28)
07. NumPy Course Summary (5:16)
NumPy Tutorials Source Code
Level 2 - 03) PyPlot Tutorials
00. PyPlot Course Introduction (6:25)
01. Installing PyPlot (6:05)
02. Plotting with PyPlot (6:21)
03. Plotting with PyPlot Demo (21:51)
04. Customizing Graphs (6:37)
05. Customizing Graph Demo (21:41)
06. Different Graph Types (11:44)
07. PyPlot Section Summary (5:14)
Pyplot Practice Source Code
AAPL CSV File
Wall Street Trader - Intro to PyPlot (PDF)
Level 3 - 01) Stock Data API
00. Stock Data API Course Intro (4:35)
01. Exploring API (7:19)
02. Constructing a URL (6:27)
03. Fetching Data (11:47)
04. Parsing Data (8:27)
05. Graphing Data (5:13)
06. Stock Data API Course Summary (2:54)
Stock Data API Code
Wall Street Trader - Fetching and Parsing Stock Data PDF
Level 3 - 02) Technical Stock Analysis
00. Technical Analysis Course Intro (4:13)
01. Learn the Lingo (18:36)
02. Buying and Selling (20:53)
03. Reading Stock Graphs (16:04)
04. Common Technical Indicators (24:31)
05. Trading Strategies (19:18)
06. Technical Analysis Course Summary (7:55)
Wall Street Trader - Technical Analysis PDF
Level 4 - 01) Intro to Tensorflow and Machine Learning
00. Tensorflow and Machine Learning Course Intro (4:10)
01. Intro to Machine Learning (15:51)
02. Intro to Tensorflow (9:25)
03. Installing Tensforflow (5:55)
04. Tensorflow Variable Nodes (10:02)
05. Running Graphs with Tensorflow Sessions (8:27)
06. Tensorflow Operations (8:30)
07. Simple Linear Regression Model (26:27)
08. Tensorflow and Machine Learning Course Summary (3:39)
Tensorflow Practice
Wall Street Trader - Tensorflow and ML PDF
Level 4 - 02) Simple Stock Prediction
00. Simple Stock Market Prediction Intro (6:31)
01. Exploring Stock API (9:29)
02. Fetching Stock Data (14:55)
03. Creating Datasets (18:10)
04. Building the Model (12:48)
05. Training and Testing the Model (14:37)
06. Simple Stock Prediction Summary (5:38)
Simple Stock Prediction Model File
Wall Street Trader - Simple Stock Prediction PDF
Level 4 - 03) Stock Price Prediction
00. Stock Price Prediction Course Intro (6:19)
01. Intro to Keras (7:16)
02. Intro to LSTM Cells (5:56)
03. Fetching and Transforming Data (10:51)
04. Creating Datasets (13:50)
05. Building the Model (7:11)
06. Training and Testing the Model (4:52)
07. Understanding Model Output (11:30)
08. Stock Price Prediction Course Summary (3:32)
AAPL CSV File
Stock Price Prediction File
Wall Street Trader - Stock Price Prediction PDF
Level 5 - Quantopian
00. Quantopian 101 Course Intro (4:16)
01. Intro to Quantopian (7:01)
02. Exploring Quantopian Website (8:15)
03. Quantopian Pipeline Intro (5:05)
04. Fetching Data (17:20)
05. Running a Pipeline (9:24)
06. Fetching Factors (11:07)
07. Applying Filters (12:14)
08. Building a Complete Pipeline (17:57)
09. Quantopian Algorithm IDE Intro (3:53)
10. Algorithm IDE Basics (20:59)
11. Making Trades (14:18)
12. Conditional Trades (11:30)
13. Important Pipelines (11:07)
14. Creating and Testing a Portfolio (22:36)
15. Quantopian 101 Course Summary (5:05)
Wall Street Trader - Intro to Quantopian PDF
00. Quantopian 101 Course Intro
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