hey there

I'm Sourab Mangrulkar; an Applied Scientist and Machine Learning Engineer from India 🇮🇳.

• 🔭 I’m currently working as an Applied Scientist at Amazon.
• 🌱 Exploring Natural Language Processing, Computer Vision and Distributed Training at Scale. Always up for meaningful collaboration.
• 😄 Pronouns: He/His/Him.
• ⚡ Painting 🎨, sketching ✍️ and poetry 📝 are my favourite hobbies. Recently, I've started reading up on stocks and economic markets.
• 📫 How to reach me:  

• Arxiv 2023 BigCode Project: SantaCoder: don't reach for the stars!
• SIGIR 2022 (eCommerce Workshop): HISS: A Novel Hybrid Inference Architecture in Embedding Based Product Sourcing using Knowledge Distillation
• KDD 2022 (ADS Track): BE3R: BERT-based early-exit using expert routing
• WWW 2022 (Industry Track): Multilingual Semantic Sourcing using Product Images for Cross-lingual Alignment
• SIGDial 2018: A Context-aware Convolutional Natural Language Generation model for Dialogue Systems

• March 2023: You can now train a 70b language model at home - In collaboration with Answer.AI
• February 2023: 🤗 PEFT welcomes new merging methods
• January 2023: Finetune LLMs on your own consumer hardware using tools from PyTorch and Hugging Face ecosystem
• December 2023: Mixture of Experts Explained
• October 2023: Personal Copilot: Train Your Own Coding Assistant
• October 2023: Falcon 180B Finetuning using 🤗 PEFT and DeepSpeed
• September 2023: Fine-tuning Llama 2 70B using PyTorch FSDP
• August 2023: Large Scale Training of Hugging Face Transformers on TPUs With PyTorch/XLA FSDP
• June 2023: The Falcon has landed in the Hugging Face ecosystem
• May 2023: Making LLMs even more accessible with bitsandbytes, 4-bit quantization and QLoRA
• February 2023: 🤗 PEFT: Parameter-Efficient Fine-Tuning of Billion-Scale Models on Low-Resource Hardware
• June 2022: Accelerate Large Model Training using DeepSpeed
• May 2022: Accelerate Large Model Training using PyTorch Fully Sharded Data Parallel

• December 2023: Hands on session for the ACM Winter School focused on Generative AI @ ACM Winter School India Chapter 2023
• December 2023: Generative AI for All. 🤗 PEFT: Finetuning made simple, efficient and extendable @ NeurIPS Conference 2023 - Large Language Model Efficiency Challenge: 1 LLM + 1GPU + 1Day
• October 2023: Training a LLaMA in your Backyard: Fine-tuning Very Large Models on Consumer Hardware @ PyTorch Conference 2023
• August 2023: Unleashing LLMs: Training, Finetuning, and Evaluating @ DataHack Summit 2023 (Analytics Vidhya)
• August 2023: Parameter-Efficient Fine-Tuning: Doing more with less @ DataHack Summit 2023 (Analytics Vidhya)