Product @ Crusoe AI
Repositories
debnsuma/managed-rl-wordle-demo
debnsuma/fcc-ai-engineering-aws
A Practical Course on Embeddings, RAG, Multimodal Models, and Agents with Amazon Nova.
debnsuma/my-blog
debnsuma/vhol-ray-train
debnsuma/TensorTonic-Solutions
My solutions to TensorTonic problems
debnsuma/deepseekr1-on-bedrock
debnsuma/mlflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
debnsuma/ray-for-developers
A comprehensive hands-on guide to building production-grade distributed applications with Ray - from distributed training and multimodal data processing to inference and reinforcement learning.
debnsuma/reasoning-from-scratch
Implement a reasoning LLM in PyTorch from scratch, step by step
debnsuma/fine-tuning-lora
A hands-on path into LLM fine-tuning: what LoRA and quantization actually do, and how to run a real fine-tune, deploy, and evaluate workflow end to end. The concepts apply anywhere; the hands-on samples run on Crusoe Cloud, whose Managed AI stack is OpenAI-API-compatible, so everything is driven with the standard openai Python SDK.
debnsuma/gpu-programming
debnsuma/inference-engineering-at-scale
Inference Engineering at Scale
debnsuma/Distributed-AI-Systems
Distributed-AI-Systems
debnsuma/ray-workshop
debnsuma/rl-handbook
Code companion for the RL Post-Training Handbook - training reasoning models on a single GPU
debnsuma/iisc_cce_gen_ai_2026
debnsuma/video-curation-with-ray-data
debnsuma/physics-llm-inference
Companion code for The Physics of LLM Inference book
debnsuma/nlp-embeddings
debnsuma/examples
debnsuma/datacamp-ml-aws
debnsuma/agents-at-scale
Introducing to Strands and Amazon Bedrock AgentCore: Securely deploy and operate AI agents at any scale
debnsuma/boa322-master
debnsuma/pycon_polars101
debnsuma/fsdp-ft-qwen3-tts-ray
debnsuma/vhol-ray-data
debnsuma/ray-rag
debnsuma/fcc-ray-distributed-ai
debnsuma/FineTuningLLMs
Official repository of my book "A Hands-On Guide to Fine-Tuning LLMs with PyTorch and Hugging Face"