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[ CourseWikia.com ] USC.EDU - Practical Python For Algorithmic Trading
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If you work in finance or have any interest in investing and trading, you know that there’s a treasure trove of financial data available to you at any moment. But how can you use all that information to your advantage? Algorithmic trading using machine learning techniques can help you make trading decisions based on data. In this course, Jesus Lopez teaches you about data preprocessing, feature engineering, and how to use advanced machine learning models to enhance your trading strategies. He shows you how to download stock market data from Yahoo Financeto be trained on machine learning models that predict the future, and how to create investment decisions based on the predictions. Learn how to optimize your strategies, understand backtesting techniques, and interpret performance reports with confidence.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Algorithmic trading using machine learning.mp4
2.2 MB
~Get Your Files Here !/01 - Introduction/01 - Algorithmic trading using machine learning.srt
1.1 KB
~Get Your Files Here !/01 - Introduction/02 - Maximize your learning.mp4
7.7 MB
~Get Your Files Here !/01 - Introduction/02 - Maximize your learning.srt
4.6 KB
~Get Your Files Here !/02 - 1. Working with Stock Market Data/01 - Download and export data.mp4
17 MB
~Get Your Files Here !/02 - 1. Working with Stock Market Data/01 - Download and export data.srt
7.3 KB
~Get Your Files Here !/02 - 1. Working with Stock Market Data/02 - Filter rows and create columns for trading strategies.mp4
17.3 MB
~Get Your Files Here !/02 - 1. Working with Stock Market Data/02 - Filter rows and create columns for trading strategies.srt
7 KB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/01 - Compute machine learning classification model.mp4
25.6 MB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/01 - Compute machine learning classification model.srt
12.6 KB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/02 - First configurations of the strategy class.mp4
12.8 MB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/02 - First configurations of the strategy class.srt
5.4 KB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/03 - Simulate the investment strategy step by step.mp4
12.7 MB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/03 - Simulate the investment strategy step by step.srt
5.2 KB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/04 - Run the backtest on the strategy.mp4
12.9 MB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/04 - Run the backtest on the strategy.srt
5.1 KB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/05 - Challenge Backtest with other tickers.mp4
11.9 MB
~Get Your Files Here !/03 - 2. Backtesting with Classification Models/05 - Challenge Backtest with other tickers.srt
5.5 KB
~Get Your Files Here !/04 - 3. Backtesting with Regression Models/01 - Compute machine learning regression model.mp4
9 MB
~Get Your Files Here !/04 - 3. Backtesting with Regression Models/01 - Compute machine learning regression model.srt
3.4 KB
~Get Your Files Here !/04 - 3. Backtesting with Regression Models/02 - How to evaluate regression models.mp4
12.2 MB
~Get Your Files Here !/04 - 3. Backtesting with Regression Models/02 - How to evaluate regression models.srt
5.6 KB
~Get Your Files Here !/04 - 3. Backtesting with Regression Models/03 - Configure and run the backtest with the regression model.mp4
5.4 MB
~Get Your Files Here !/04 - 3. Backtesting with Regression Models/03 - Configure and run the backtest with the regression model.srt
2.4 KB
~Get Your Files Here !/04 - 3. Backtesting with Regression Models/04 - How to interpret the backtesting dashboard.mp4
15.9 MB
~Get Your Files Here !/04 - 3. Backtesting with Regression Models/04 - How to interpret the backtesting dashboard.srt
6.5 KB
~Get Your Files Here !/05 - 4. Backtesting Optimization/01 - Optimizing strategy parameters.mp4
13.5 MB
~Get Your Files Here !/05 - 4. Backtesting Optimization/01 - Optimizing strategy parameters.srt
6.6 KB
~Get Your Files Here !/05 - 4. Backtesting Optimization/02 - Pandas reporting with heatmaps.mp4
7.5 MB
~Get Your Files Here !/05 - 4. Backtesting Optimization/02 - Pandas reporting with heatmaps.srt
2.7 KB
~Get Your Files Here !/05 - 4. Backtesting Optimization/03 - Smart optimization to save computing time.mp4
12.9 MB
~Get Your Files Here !/05 - 4. Backtesting Optimization/03 - Smart optimization to save computing time.srt
5.8 KB
~Get Your Files Here !/05 - 4. Backtesting Optimization/04 - Challenge Optimization with other datasets.mp4
11.2 MB
~Get Your Files Here !/05 - 4. Backtesting Optimization/04 - Challenge Optimization with other datasets.srt
5.4 KB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/01 - Why machine learning models overfit the data.mp4
12.7 MB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/01 - Why machine learning models overfit the data.srt
5.6 KB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/02 - How to train models within the backtest.mp4
8.6 MB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/02 - How to train models within the backtest.srt
3.7 KB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/03 - Challenge Train test with other tickers.mp4
9.9 MB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/03 - Challenge Train test with other tickers.srt
4.3 KB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/04 - Walk forward validation in machine learning.mp4
27.2 MB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/04 - Walk forward validation in machine learning.srt
11.5 KB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/05 - Anchored walk forward validation in backtesting.mp4
17.6 MB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/05 - Anchored walk forward validation in backtesting.srt
7.7 KB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/06 - Create library for backtesting strategies.mp4
9.5 MB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/06 - Create library for backtesting strategies.srt
3.3 KB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/07 - Interpret reports from walk forward validation approaches.mp4
3 MB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/07 - Interpret reports from walk forward validation approaches.srt
1.6 KB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/08 - Challenge Walk forward with other tickers.mp4
14.9 MB
~Get Your Files Here !/06 - 5. The Overfitting Problem in Backtesting/08 - Challenge Walk forward with other tickers.srt
7.2 KB
~Get Your Files Here !/07 - Conclusion/01 - Course summary.mp4
12.4 MB
~Get Your Files Here !/07 - Conclusion/01 - Course summary.srt
10.6 KB
~Get Your Files Here !/07 - Conclusion/02 - What's next.mp4
1.3 MB
~Get Your Files Here !/07 - Conclusion/02 - What's next.srt
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