> For the complete documentation index, see [llms.txt](https://kinetik.gitbook.io/docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://kinetik.gitbook.io/docs/ai-integration/machine-learning.md).

# Machine Learning

Machine learning empowers robots to learn from experience and improve their performance over time.

* **Reinforcement Learning:** Robots can learn optimal behaviors through trial-and-error interactions with the environment.
* **Supervised Learning:** Robots can be trained on labeled data to perform specific tasks, such as object recognition and classification.
* **Unsupervised Learning:** Robots can discover patterns and relationships in unlabeled data, leading to new insights and knowledge.