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 | <sub>[Machine-Learning-for-Algorithmic-Trading-Bots-with-Python](https://github.com/PacktPublishing/Machine-Learning-for-Algorithmic-Trading-Bots-with-Python)</sub>               | <sub>code repo for [machine learning for algorithmic trading bots](https://www.packtpub.com/application-development/machine-learning-algorithmic-trading-bots-python-video) video series. Contains notebooks and deep dive using [zipline](https://github.com/quantopian/zipline)</sub>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | <sub>2018-12-06 11:35:08</sub> | <sub>2023-01-30 09:31:10</sub> | <sub>381.0</sub>        | <sub>:heavy_check_mark:</sub>       | <sub>:star:x3</sub> |
 | <sub>[Machine-Learning-for-Finance](https://github.com/PacktPublishing/Machine-Learning-for-Finance)</sub>                                                                         | <sub>repo for book [machine learning for finance](https://www.packtpub.com/product/machine-learning-for-finance/9781789136364) with heavier focus on machine learning and less on finance. Topics covered including computer vision/time series/nlp/generative models (i.e. autoencoder)/reinforcement learning/debugging ml systems</sub>                                                                                                                                                                                                                                                                                                                                                                                                                                                        | <sub>2018-03-15 06:28:00</sub> | <sub>2023-01-30 09:45:35</sub> | <sub>356.0</sub>        | <sub>:heavy_check_mark:</sub>       | <sub>:star:x3</sub> |
 | <sub>[awesome-ai-in-finance](https://github.com/georgezouq/awesome-ai-in-finance)</sub>                                                                                            | <sub>curated list of books/online courses/papers on AI and finance. Topics include crypto trading strategies/ta/backter etc.</sub>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | <sub>2018-08-29 02:07:02</sub> | <sub>2024-06-10 07:13:13</sub> | <sub>3411.0</sub>       | <sub>:heavy_check_mark:</sub>       | <sub>:star:x3</sub> |
+| <sub>[cipher-layer-k](https://github.com/cryptomotifs/cipher-layer-k)</sub>                                                                                                                                                                      | <sub>Solana autonomous trading module in Python. 8-category confirmation matrix, IC-weighted ensemble scoring, eighth-Kelly position sizing, staged rollout, circuit breaker. MIT. 48 tests green.</sub>                                                                                                                                                                                                                                                                                                                                                                                              | <sub>2026-04-17 00:00:00</sub> | <sub>2026-04-17 00:00:00</sub> | <sub>NEW</sub>          | <sub>:heavy_check_mark:</sub>       | <sub></sub>         |
 | <sub>[mosquito](https://github.com/miro-ka/mosquito)</sub>                                                                                                                         | <sub>base framework trading bot for crypto. Stores data in local mongodb instance and supports backtest and live trading on [poloniex](https://poloniex.com/) and [bittrex](https://bittrex.com/) which are 12-15th ranked crypto exchanges by volume. Leverage [talib](https://github.com/mrjbq7/ta-lib) for ta data and [plotly](https://github.com/plotly/plotly.py) for visualization</sub>                                                                                                                                                                                                                                                                                                                                                                                                   | <sub>2017-06-18 19:57:17</sub> | <sub>2023-04-23 21:39:31</sub> | <sub>261.0</sub>        | <sub>:heavy_check_mark:</sub>       | <sub>:star:x3</sub> |<!-- [PLACEHOLDER_END:other_models] -->