Akhil Shekkari blog
Deep dives into inference, training, and building AI systems from scratch.
Posts
- GPU Fundamentals & LLM Inference Mental Models
- Building GPT from First Principles: Code and Intuition
- From Quantization to Inference: Beginners Guide for Practical Finetuning
- ML Training Optimization: FLOPs, Profiling, and Learning Strategies
- Understanding Quantization in Deep Learning
- A Guide to Fine-tuning Methods in LLMs (Part 1)
- Context in LLMs: What Determines It, What It Costs, and What Actually Works