Keras is a fully open-source project with a community-first philosophy. It is primarily developed at Google by the Keras team, with help from a wide network of open-source developers.
The evolution of the Keras project is guided by the Keras Special Interest Group (Keras SIG).
The purpose of the Keras SIG is to provide a formal structure to supervise the evolution of the Keras API, while giving a voice to all keys stakeholders. The SIG consists of a process that anyone can follow to make API proposals, public design review meetings, and a comittee that reviews the proposals and makes final decisions about what should be in the Keras API.
The SIG covers all aspects of the Keras API, in particular:
Role: final call in decisions related to the Keras API.
Role: represent the interests of different stakeholders during design discussions. Selection process: From time to time, the chairs may revise the group's membership to ensure the project's interests are well represented.
Core Keras community contributors:
The Keras SIG meets on a bimonthly schedule to discuss current development directions. This is a public meeting open to anyone who is interested: the agenda and notes are public. To get notifications and a calendar invitation to the public meeting, please join the keras-meetings Google Group.
Other communications are expected to happen primarily asynchronously via:
The process for writing and submitting design proposals is same as the TensorFlow RFC process.
email@example.com a subject that starts with
[API DESIGN REVIEW](all caps) so that we notice it.
The purpose of our work is to democratize access to machine learning through dependable standards and usable, productive APIs. We seek to empower as many people as possible, from a wide diversity of backgrounds, to take ownership of ML technology and to use it to build their own solutions to their own problems.
Existing machine learning technology has the potential to solve a huge amount of problems in the world today, across every industry, and to help a tremendous amount of people. The potential is sky-high. We've barely even started. So how do we fully realize this potential?
We believe that we will only fully realize the potential of machine learning if it becomes a tool in everyone's hands -- not just a technology developed behind closed doors by an "AI industry", that you could only deploy by waiting for a turnkey cloud API to become available commercially, or by contracting an expensive consulting firm. We can't wait for experts to solve every problem -- experts at large tech companies don't even have visibility into a tiny fraction of the problems that can be solved. End users should solve their own problems. And our mission is to empower them to do just that.
Our mission is to make these capabilities available to anyone with basic computer literacy, for free. This is how we maximize the realized potential of these technologies, and how we maximize our positive impact on the world.
In the interest of fostering an open and welcoming environment, we as contributors and maintainers pledge to making participation in our project and our community a harassment-free experience for everyone. All activity connected with this SIG will abide by the Code of Conduct.
We will be able to reach our milestones because we yield superpowers of a kind that is quite uncommon among developers of ML tools:
1) We have empathy for our users. We know that every decision we make should be made with the user in mind, whether a design decision or a strategy decision. "What will be the total impact of our choices on the people who rely on our software?" is the question behind everything we do.
Having empathy for our users means:
2) We value good design. We are fully aware that a delightful UX is what has made us successful so far and what will keep making us successful in the future. We know that things should be as simple as possible (but no simpler). We prefer elegance and minimalism over technical prowess. We follow formal principles for good design.
3) We embrace openness and we are dedicated to foster our developer community. We know that long-term community building is critical to the success of our project, and we know that developer communities don't get built behind closed doors. We understand the necessity of doing our work in the open and the importance of involving open-source contributors at all stages of the development process.
4) We value and practice good communication. We understand that great documentation, great code examples, and transparency of governance are essential to Keras adoption and contribute meaningfully to the Keras UX. We value external communication, documentation, and developers relations as much as we value technical contributions.
5) We value what makes us different and unique, and we value our brand that users love, Keras. The Keras brand is an essential tool in reaching our goals: it stands for user-friendliness, accessibility, and good design. We are proud of our banner and we will carry it forward.