Learning from First Principles
Welcome to my blog where I explore machine learning concepts by building things from scratch. Each post includes runnable Colab notebooks so you can experiment yourself!
π Blog Archive
Noteπ
February 2026
| Date | Post | Colab |
|---|---|---|
| 04 Feb | SFT from First Principles |  |
Noteπ
January 2026
| Date | Post | Colab |
|---|---|---|
| 16 Jan | Small LLMs Canβt AddβBut They Can Learn to Ask | - |
| 05 Jan | Benchmarking LLM Tokenizers for Odia | |
Noteπ
November 2025
| Date | Post | Colab |
|---|---|---|
| 30 Nov | Khazad Dum: Text2SQL Agent | |
| 15 Nov | Agent From First Principle | |
| 11 Nov | Distilling Qwen2.5-Coder | |
Noteπ
October 2025
| Date | Post | Colab |
|---|---|---|
| 17 Oct | Building a Multi Modal Nano-GPT | |
| 15 Oct | Building a Text Only Nano-GPT | |
| 02 Oct | Python Walk Through | |
Noteπ
August 2025
| Date | Post | Colab |
|---|---|---|
| 31 Aug | LLM Text Generation | |
| 31 Aug | LoRA PyTorch | |