> For the complete documentation index, see [llms.txt](https://brainautotech.gitbook.io/brain-auto-tech/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://brainautotech.gitbook.io/brain-auto-tech/trading-strategies/machine-learning-based-strategies.md).

# Machine Learning-Based Strategies

* **Classification Algorithms:** Use machine learning models (e.g., decision trees, support vector machines) to classify market conditions as buy, sell, or hold based on historical data patterns.
* **Reinforcement Learning:** Develop algorithms that learn and adapt their trading strategies based on feedback from market outcomes, rewards, and penalties.

<figure><img src="/files/PTpsHfQQVlwz2nl1aPUc" alt=""><figcaption></figcaption></figure>