Discovering Cinema is an exploration of how films connect to human curiosity, creativity, and surprise.
This project grows out of a desire for more thoughtful discovery tools - not engines that chase engagement metrics, but systems that help uncover films you didn't know you needed. It sits at the intersection of data, recommendation, philosophy, and experience.
You'll find that this project explores why we recommend, not just what we recommend.
- An inquiry into how discovery can work beyond popularity bias
- A set of data tools and pipelines for film metadata
- A space for experimenting with alternative recommendation signals
- A hub for creative and technical contributions toward human-centered film discovery
- A slick, finished product
- A "Netflix clone"
- A commitment to any one algorithm
This project acknowledges that understanding is a process. Coming to conlusions is part of experimentation.
Instead of optimizing watch time, Discovering Cinema aims to:
- Respect the ambiguity in human taste
- Surface films based on unexpected relevance
- Explore why something resonates, not just that it does
- Build transparent systems where recommendations can be explained
Everyone's perspective enriches the conversation. You can:
- Read and refine the ideas here
- Build new tools and prototypes
- Improve documentation
- Share insights from other discovery or recommender work
- Discuss philosophical questions around taste, discovery, and data
To get started, please read CONTRIBUTING.md.
Unless otherwise noted, this project is liecensed under the MIT License.