Engineering Insights

Update on the State of Prisma 2 (December 2019)

Get the December 2019 Prisma 2 roadmap update, including timeline changes and expected production-ready releases.

Deep double descent

We show that the double descent phenomenon occurs in CNNs, ResNets, and transformers: performance first improves, then gets worse, and then improves again with increasing model size, data size, or training time. This effect is often avoided through careful regularization. While this behavior appears to be fairly universal, we don’t yet fully understand why it happens, and view further study of this phenomenon as an important research direction.

Node.js 13.3.0 (Current)

Procgen Benchmark

We’re releasing Procgen Benchmark, 16 simple-to-use procedurally-generated environments which provide a direct measure of how quickly a reinforcement learning agent learns generalizable skills.

December 2019

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Vercel for Bitbucket

is popular among teams as the central place to plan projects, collaborate on code, test, and deploy — especially in combination with Jira and Trello.Bitbucket .Today, we are proud to announce our first-class Bitbucket integration, Vercel for Bitbucket Read more

Node.js 13.2.0 (Current)

Safety Gym

We’re releasing Safety Gym, a suite of environments and tools for measuring progress towards reinforcement learning agents that respect safety constraints while training.