diff --git a/README.md b/README.md index 7f5e3f3..35f1ade 100644 --- a/README.md +++ b/README.md @@ -22,73 +22,18 @@ ___ # Trading ## Deep Learning ([Wiki](https://github.com/firmai/financial-machine-learning/wiki/deep_learning)) -| repo | comment | created_at | last_commit | star_count | repo_status | rating | -|:---------------------------------------------------------------------------------------------------|:-------------------------------------------------------|:--------------------------|:--------------------------|:------------------------|:------------------------------------|:--------------------| -| [Stock-Prediction-Models](https://github.com/huseinzol05/Stock-Prediction-Models) | NEW | 12/18/17 10:49 | 1/5/21 10:31 | 3584.0 | :heavy_check_mark: | :star:x5 | -| [AI Trading](https://github.com/borisbanushev/stockpredictionai/blob/master/readme2.md) | AI to predict stock market movements. | 1/9/19 8:02 | 2/11/19 16:32 | 2852.0 | :heavy_multiplication_x: | :star:x5 | -| [FinRL-Library](https://github.com/AI4Finance-LLC/FinRL-Library) | NEW | 7/26/20 13:18 | 3/28/21 13:46 | 1780.0 | :heavy_check_mark: | :star:x5 | -| [Deep Learning IV](https://github.com/achillesrasquinha/bulbea) | Bulbea: Deep Learning based Python Library. | 3/9/17 6:11 | 3/19/17 7:42 | 1448.0 | :heavy_check_mark: | :star:x5 | -| [RLTrader](https://github.com/notadamking/RLTrader) | NEW | 4/27/19 18:35 | 10/17/19 16:25 | 1300.0 | :heavy_check_mark: | :star:x5 | - -
- next 5 - | repo | comment | created_at | last_commit | star_count | repo_status | rating | -|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------|:-------------------------|:------------------------|:------------------------------------|:--------------------| -| [Deep Learning III](https://github.com/Rachnog/Deep-Trading) | Algorithmic trading with deep learning experiments. | 6/18/16 18:23 | 8/7/18 15:24 | 1262.0 | :heavy_multiplication_x: | :star:x5 | -| [Personae](https://github.com/Ceruleanacg/Personae) | NEW | 3/10/18 11:22 | 9/2/18 17:21 | 1142.0 | :heavy_multiplication_x: | :star:x5 | -| [Deep-Reinforcement-Learning-for-Automated-Stock-Trading-Ensemble-Strategy-ICAIF-2020](https://github.com/AI4Finance-LLC/Deep-Reinforcement-Learning-for-Automated-Stock-Trading-Ensemble-Strategy-ICAIF-2020) | NEW | 7/26/20 13:12 | 1/21/21 18:11 | 542.0 | :heavy_check_mark: | :star:x4 | -| [awesome-deep-trading](https://github.com/cbailes/awesome-deep-trading) | curated list of papers/repos on topics like CNN/LSTM/GAN/Reinforcement Learning etc. Categorized as deep learning for now but there are other topics here. Manually maintained by cbailes | 11/26/18 3:23 | 1/1/21 9:41 | 528.0 | :heavy_check_mark: | :star:x4 | -| [Neural Network](https://github.com/VivekPa/IntroNeuralNetworks) | Neural networks to predict stock prices. | 9/10/18 6:34 | 11/21/18 7:39 | 488.0 | :heavy_multiplication_x: | :star:x4 | -
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[PLACEHOLDER:deep_learning]
## Reinforcement Learning ([Wiki](https://github.com/firmai/financial-machine-learning/wiki/reinforcement_learning)) -| repo | comment | created_at | last_commit | star_count | repo_status | rating | -|:------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------|:-------------------------|:-------------------------|:------------------------|:------------------------------|:--------------------| -| [RL Trading](https://colab.research.google.com/drive/1FzLCI0AO3c7A4bp9Fi01UwXeoc7BN8sW) | A collection of 25+ Reinforcement Learning Trading Strategies -Google Colab. | nan | nan | nan | :heavy_check_mark: | | -| [RL](https://github.com/kh-kim/stock_market_reinforcement_learning) | OpenGym with Deep Q-learning and Policy Gradient. | 10/4/16 14:42 | 12/23/16 7:34 | 712.0 | :heavy_check_mark: | | -| [RL III](https://github.com/samre12/deep-trading-agent) | Github -Deep Reinforcement Learning based Trading Agent for Bitcoin. | 9/21/17 17:05 | 4/13/18 16:33 | 575.0 | :heavy_check_mark: | | -| [RL V](https://github.com/gstenger98/rl-finance) | Building an Agent to Trade with Reinforcement Learning. | 1/16/19 0:43 | 3/19/20 20:28 | 32.0 | :heavy_check_mark: | | -| [Pair Trading RL](https://github.com/shenyichen105/Deep-Reinforcement-Learning-in-Stock-Trading) | Using deep actor-critic model to learn best strategies in pair trading. | 5/18/17 16:47 | 5/18/17 16:56 | 241.0 | :heavy_check_mark: | | - -
- next 5 - | repo | comment | created_at | last_commit | star_count | repo_status | rating | -|:-------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-------------------------|:-------------------------|:------------------------|:------------------------------|:--------------------| -| [RL IV](https://github.com/jjakimoto/DQN) | Reinforcement Learning for finance. | 10/21/16 2:47 | 4/7/17 8:11 | 140.0 | :heavy_check_mark: | | -| [RL II](https://github.com/deependersingla/deep_trader) | reinforcement learning on stock market and agent tries to learn trading. | 6/11/16 7:27 | 1/22/18 14:35 | 1340.0 | :heavy_check_mark: | | -
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[PLACEHOLDER:reinforcement_learning]
+ ## Other Models ([Wiki](https://github.com/firmai/financial-machine-learning/wiki/other_models)) -| repo | comment | created_at | last_commit | star_count | repo_status | rating | -|:-----------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------|:-------------------------|:-------------------------|:------------------------|:------------------------------|:--------------------| -| [Trend Following](http://inseaddataanalytics.github.io/INSEADAnalytics/ExerciseSet2.html) | A futures trend following portfolio investment strategy. | nan | nan | nan | :heavy_check_mark: | | -| [Scikit-learn Stock Prediction](https://github.com/robertmartin8/MachineLearningStocks) | Using python and scikit-learn to make stock predictions. | 2/12/17 4:50 | 2/4/21 3:48 | 919.0 | :heavy_check_mark: | | -| [Fundamental LT Forecasts](https://github.com/Hvass-Labs/FinanceOps) | Research in investment finance for long term forecasts. | 7/22/18 8:14 | 2/17/21 14:39 | 379.0 | :heavy_check_mark: | | -| [Mixture Models I](https://github.com/BlackArbsCEO/Mixture_Models) | Mixture models to predict market bottoms. | 3/20/17 18:54 | 4/25/17 23:35 | 31.0 | :heavy_check_mark: | | -| [Short-Term Movement Cues](https://github.com/anfederico/Clairvoyant) | Identify social/historical cues for short term stock movement. | 9/12/16 18:38 | 8/29/18 20:27 | 2157.0 | :heavy_check_mark: | | - -
- next 5 - | repo | comment | created_at | last_commit | star_count | repo_status | rating | -|:---------------------------------------------------------------------------------------------|:---------------------------------------------|:--------------------------|:-------------------------|:------------------------|:------------------------------|:--------------------| -| [Mixture Models II](https://github.com/BlackArbsCEO/mixture_model_trading_public) | Mixture models and stock trading. | 12/11/17 17:05 | 5/13/20 23:50 | 166.0 | :heavy_check_mark: | | -
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[PLACEHOLDER:other_models]
+ ## Data Processing Techniques and Transformations ([Wiki](https://github.com/firmai/financial-machine-learning/wiki/data_processing_techniques_and_transformations)) -| repo | comment | created_at | last_commit | star_count | repo_status | rating | -|:-------------------------------------------------------------------------------|:--------------------------------------------------------------------------|:-------------------------|:-------------------------|:------------------------|:------------------------------|:--------------------| -| [Advanced ML II](https://github.com/hudson-and-thames/research) | More implementations of Financial Machine Learning (De Prado). | nan | nan | nan | :heavy_check_mark: | | -| [Advanced ML](https://github.com/BlackArbsCEO/Adv_Fin_ML_Exercises) | Exercises too Financial Machine Learning (De Prado). | 4/25/18 17:22 | 1/16/20 17:25 | 958.0 | :heavy_check_mark: | | - -
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[PLACEHOLDER:data_processing_techniques_and_transformations]
# Portfolio Management ## Portfolio Selection and Optimisation ([Wiki](https://github.com/firmai/financial-machine-learning/wiki/portfolio_selection_and_optimisation))