Welcome to my GitHub profile!
Distributed AI/ML systems, infrastructure tooling, and performance optimization in large-scale training environments.
Horovod, LLM training/inference pipelines, GPU Direct RDMA, and exploring internals of NCCL, UCX, and GDRCopy.
Open-source projects in AI infrastructure, systems programming, and performance engineering.
Python, C/C++, Linux, Docker, Jenkins, Bash, Java, Git, AWS EC2, Automation, Distributed Training, and Open-source contributions.
My commit messages tell a story – a tragic tale of bugs squashed, features conquered, and the occasional coffee spill. It's a novel in progress.
- Fine-tuned LLMs and optimized inference pipelines for performance and scalability.
- Built and containerized Horovod-based distributed training setups using Docker.
- Debugged NCCL for improved communication efficiency in multi-node setups.
- Integrated UCX in deep learning environments.
- Applied GPU Direct RDMA and GDRCopy to accelerate memory transfer.
- Benchmarked using
nccl-testsandib_perf.
- Built CI/CD pipelines with Jenkins, Git, AWS EC2, and Python.
- Developed CLI tools in C and Python.
- Wrote automation scripts in Bash and Python for deployments and monitoring.
- Built packet manipulation tools and custom JSON parsers.
- Integrated data algorithms using JNI, shared libraries, C/C++.
- Contributed documentation and internal tooling.
- Advocates for clean, performance-first code and OSS collaboration.
| A minimal decoder-only LLM from scratch Tech: PyTorch, Gradio  | AI for stories, tales & imagination Tech: PyTorch, Hugging Face, Streamlit | Compact, Efficient Small Language Model Tech: PyTorch, Hugging Face, Streamlit | DeepCareX is an AI-powered healthcare system leveraging machine learning models for intelligent health insights Tech: TensorFlow, Keras, Flask, Docker  | Real-time AI filters and image transformations. Tech: OpenCV, Streamlit, Docker |
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🔍 Unveiling the Veil: A Comprehensive Assessment of Privacy and Security in Amazon Alexa
International Journal of Innovative Science and Research Technology
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🧘 Yoga pose classification from images using transfer learning
International Journal of Innovative Research in Technology
📦 Find my Docker images on DockerHub: sumon2j
| Multi-disease diagnostics AI system. docker pull sumon2j/deepcarex:latest | Image AI filters and transformations. docker pull sumon2j/artventure |