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poornachandra24/README.md

M Poornachandra

AI Engineer | AI Systems Architect | AI Tech Lead @ 4Good.AI

Focused on designing and deploying production-grade AI systems, with a passion for the intersection of AI, Systems, and Robotics. Currently exploring Rust & Go for high-performance, scalable AI backends.

"There is no AI strategy without a solid data strategy."


Technical Focus

Core Expertise:

  • Production AI systems architecture and deployment
  • Computer vision and NLP
  • Multimodal applications and agentic systems
  • High-performance AI infrastructure

Current Interests:

  • Physical AI and robotics integration
  • Scalable AI backends with low memory footprint (Rust, Go)
  • Real-time inference optimization
  • AI security and evaluation frameworks

Selected Work

Kaio-sight: Autonomous vehicle 7 camera Video AI Pipeline
Built a complete video AI processing pipeline in 4 days on AMD's MI300X platform using NVIDIA's AV dataset.
Technical writeup →

Multimodal Vision-Language Model
Implemented a VLM based on paligemma and siglip from scratch using PyTorch and hugginface tokenizers.
Details →

RAG-based Research Tool
Built an intelligent research assistant using retrieval-augmented generation based on web scraping.
View →

Publications

Tech Stack

  • Languages: Python, C++, Rust, Go, C
  • MLOps: MLflow, Comet ML
  • ML/DL: PyTorch, TensorFlow, scikit-learn, CUDA, ROCm
  • Agentic Frameworks: Google ADK, Agno, LangChain, LlamaIndex, LangGraph
  • Finetuning & Inference: Unsloth, Hugging Face, vLLM, Ollama
  • CV: OpenCV, YOLO, Detectron2, MediaPipe
  • Data: Pandas, Polars, PySpark, NumPy
  • Infra: Prefect, n8n, Pathway

Connect

Pinned Loading

  1. KAIO-SIGHT- KAIO-SIGHT- Public

    An end-to-end Video AI pipeline and MLOps system optimized for AMD Instinct MI300X — featuring automated ETL, training, inference, experiment tracking.

    Python 1

  2. multimodal-vision-language-model multimodal-vision-language-model Public

    Implementation of multimodal vision language model from scratch

    Python

  3. grpo-vision-reasoning grpo-vision-reasoning Public

    Optimizing Qwen3-VL inference on MI300X using Group Relative Policy Optimization (GRPO) to reduce reasoning bloat and improve arithmetic intensity.

    Python

  4. predicting-crypto-price-movements predicting-crypto-price-movements Public

    MLOPs pipeline to train and deploy a MLmodel via Serverless API to predict crypto prices

    Python

  5. time_series_forecasting time_series_forecasting Public

    predicting energy consumption in PJM EAST region

    Jupyter Notebook 1

  6. rust-server rust-server Public

    Rust based REST API server

    Rust