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devadigapratham/README.md

Prathamesh Devadiga

Portfolio LinkedIn Email Visitors

AI Engineer | MLSys | Trustworthy and Safe AI | AI Security


🚀 Technical Profile

Building robust ML systems at scale with interest in:

  • ML Productionization: Model serving, MLOps, distributed training
  • Generative AI: LLM fine-tuning, RAG systems, transformer architectures
  • ML Infrastructure: Kubernetes orchestration, model optimization, monitoring

🛠️ Technical Stack

Core ML

Python PyTorch TensorFlow HuggingFace ONNX

MLOps & Deployment

Docker Kubernetes MLflow Airflow Kubeflow DVC

Data Ecosystem

Spark PostgreSQL MongoDB Kafka Hadoop


🔭 Current Focus Areas

  • LLM Optimization: Quantization techniques, efficient attention mechanisms
  • Distributed Training: Building arcane - a distributed ml framework :D
  • ML Security: Adversarial robustness in production models
  • Recent Papers: LoRA: Low-Rank Adaptation, FlashAttention
  • Books I'm Reading:
    • "Deep Learning" by Ian Goodfellow [Link]
    • "Hands-On Large Language Models" by Jay Alammar [Link]
    • "Designing Machine Learning Systems" by Chip Huyen [Link]
    • "Building Machine Learning Powered Applications" by Emmanuel Ameisen [Link]

📈 GitHub Activity

Top Langs

Contribution Graph


📫 Let's Collaborate

Pinned Loading

  1. RSServe RSServe Public

    building a fully fledged RSS aggregator project in Go

    Go 1

  2. Daisy Daisy Public

    Trying to build AlphaZero from scratch. Daisy is a game-playing algorithm that uses artificial intelligence and machine learning techniques to learn how to play board games at a superhuman level.

    Jupyter Notebook

  3. goDFS goDFS Public

    attempting to build a decentralized, fully distributed content-addressable file storage system using golang that can handle and stream very large files

    Go

  4. CoDSPy CoDSPy Public

    An intelligent code optimization system leveraging AI analysis, automated refactoring, and test generation. Built with DSPy and Gradio, it transforms raw code into optimized, test-covered implement…

    Python 20

  5. raft3d raft3d Public

    Raft3D is a distributed 3D printer management system with data persistence implemented via the Raft Consensus Algorithm rather than traditional centralized databases.

    Go 1

  6. JurisQwen JurisQwen Public

    JurisQwen is a specialized legal domain language model based on Qwen2.5-7B, fine-tuned on Indian legal datasets. This model is designed to assist with legal queries, document analysis, and providin…

    Python