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How Shopify Manages API Versioning and Breaking Changes
Dota 2 with large scale deep reinforcement learning
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.
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.
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