Machine Learning – Page 4 – C4: Container, Code, Cloud & Context

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Fine-Tuning Large Language Models: A Complete Guide to LoRA and QLoRA

Posted on July 15, 2024 by Nithin Mohan TK 3 min read

Master parameter-efficient fine-tuning with LoRA and QLoRA. Learn how to customize LLMs like Llama 3 and Mistral on consumer hardware with step-by-step implementation guides.

Generative AI Services in AWS

Posted on May 5, 2024 by Nithin Mohan TK 19 min read

A practitioner’s deep-dive into the complete AWS Generative AI stack: Amazon Bedrock foundation models, Knowledge Bases, Agents, Guardrails, Amazon Q Business and Q Developer, SageMaker fine-tuning with LoRA, Trainium and Inferentia custom silicon, multi-model routing patterns, and production observability. 3000+ words of enterprise-grade guidance.