Data Analytics
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Dive into the world of Data Analytics – uncover insights, explore trends, and master data-driven decision making.

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Google has published a free guide on scaling AI models and working with GPUs. πŸš€

πŸ“˜ How to Scale Your Model
https://jax-ml.github.io/scaling-book/

πŸ“˜ How to Think About GPUs
https://jax-ml.github.io/scaling-book/gpus/

The materials discuss the principles of model scaling, the structure of GPUs, computational limitations, memory bandwidth, parallelism, and other topics that are useful when training and running modern AI models. πŸ’‘

It's completely free and available online. 🌐

#AI #MachineLearning #GPU #Scaling #DeepLearning #Tech

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πŸ”– How to Reduce the Cost of LLM Inference by up to 90%

If your AI agents are constantly sending the same context, consider using LMCache. πŸš€

This open-source system manages a KV cache, allowing you to reuse already computed representations instead of recalculating them for each request. 🧠

As a result:
⚑️ Up to 14x faster Time To First Token;
⚑️ Up to 4x faster decoding;
⚑️ Significant savings in GPU resources and inference costs. πŸ’°

⛓️ Link to GitHub
https://github.com/LMCache/LMCache

#LLM #AIOptimization #LMCache #GPU #CostReduction #AIEngineering

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