> For the complete documentation index, see [llms.txt](https://opencampus.gitbook.io/opencampus-machine-learning-program/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/archive/deep-learning/week-4-shallow-neural-networks.md). # Week 3 - Shallow Neural Networks ### This week you will... check weights initialization in the training and notebook example of planar data classification changing the number of hidden unit in a shallow network - only 1 hidden layer. ### Learning Resources ### Slides {% embed url="" %} ### Useful (external) Resources {% embed url="" %} Unity toolkit for Machine Learning {% endembed %} {% embed url="" %} Projects from the last semesters {% endembed %} ### Until next week you should... * Finish the [fourth week of the course](https://www.coursera.org/learn/neural-networks-deep-learning/home/week/4) * Finish both assignments * Think about your project: prepare an idea and find other people willing to collaborate (there is time also next week, but please start) --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter: ``` GET https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/archive/deep-learning/week-4-shallow-neural-networks.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.