optimization

How you can Analyze and Optimize Your LLMs in 3 Steps

in production, actively responding to user queries. Nevertheless, you now need to improve your model to handle a bigger fraction of customer requests successfully. How do you approach this? In this text, I discuss...

What If I had AI in 2018: Rent the Runway Achievement Center Optimization

will develop into our digital assistants, helping us navigate the complexities of the trendy world. They'll make our lives easier and more efficient.” Inspiring and completely unbiased statement from someone who already invested...

LLM Optimization: LoRA and QLoRA

With the looks of ChatGPT, the world recognized the powerful potential of huge language models, which might understand natural language and reply to user requests with high accuracy. Within the abbreviation of Llm, the...

Bayesian Optimization for Hyperparameter Tuning of Deep Learning Models

to tune hyperparamters of deep learning models (Keras Sequential model), compared with a conventional approach — Grid Search. Bayesian Optimization Bayesian Optimization is a sequential design strategy for global optimization of black-box functions. It is especially well-suited for...

Demystifying Policy Optimization in RL: An Introduction to PPO and GRPO

Introduction learning (RL) has achieved remarkable success in teaching agents to resolve complex tasks, from mastering Atari games and Go to training helpful language models. Two necessary techniques behind a lot of these advances...

Meta, ‘Rama’ Prompt Optimization Developer Tools Disclosure

Meta has introduced a developer tool that robotically optimizes the prompt for 'LLAMA'. The tool was launched to support the usage of Rama more easily by reducing other prompt cars for every artificial intelligence...

AI-Driven Cloud Cost Optimization: Strategies and Best Practices

As firms increasingly migrate workloads to the cloud, managing associated costs has change into a critical factor. Research indicates that roughly one-third of public cloud spending produces no useful work, with Gartner estimating this...

Linear Programming: Managing Multiple Targets with Goal Programming

That is the (and certain last) a part of a Linear Programming series I’ve been writing. With the core concepts covered by the prior articles, this text focuses on goal programming which is...

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