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Speed up checkpoint loading time at scale using Orbax on JAX

Imagine training a new AI / ML model like Gemma 3 or Llama 3.3 across hundreds of powerful accelerators like TPUs or GPUs to achieve a scientific breakthrough. You might have a team of powerful computers working in sync, constantly learning and refining. But every so often, they need to save their progress — a …

Neural networks can recognize production processes by video to enhance industrial safety and efficiency

A research team from the Skoltech AI Center and Samara University have developed a system for automatically separating the stages of production processes from video streams. Industrial cameras will detect deviations in the production process themselves and even prevent accidents. By employing the self-supervised learning approach, the cost of manual data markup can be reduced …