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dinesh-GDk/README.md

Hi there, I'm Dinesh πŸ‘‹

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Good to see you here!

Senior Machine Learning Engineer

Bringing ML to production

I'm a highly motivated Senior Machine Learning Engineer specializing in designing, building, and maintaining scalable infrastructure for machine learning model evaluation and research inference. My core focus is on driving ML initiatives from Proof-of-Concept through to large-scale production systems capable of supporting thousands of users, delivering solutions with exceptional performance, reliability, and scalability.


What I Do?

  • ✨ Lead ML Initiatives: Experience in leading a team of 3 engineers to deliver production ML features with high precision and performance.
  • πŸ—οΈ Build Scalable ML Systems: Design and implement robust ML pipelines using technologies like vector databases, VLMs, and LLMs for scalable systems.
  • πŸš€ Optimize & Deploy Models: Expertise in optimizing and deploying models to cloud (GPUs) and edge devices (Apple silicon) for inference.
  • πŸ›‘οΈ Develop Robust Infrastructure: Implement robust CI/CD pipelines, unit tests, and system monitoring. Design scalable DB schemas, build high-performant APIs, and develop A/B test cron-based production systems.
  • πŸ’‘ Solve Complex Problems: Applied ML to diverse domains including text search, video search, medical image analysis, face recognition, and data digitization.

Skills & Technologies

  • πŸ’» Programming Languages: Python, JavaScript, TypeScript, Bash, Go, C++, HTML/CSS, SQL.
  • πŸ“š Libraries & Frameworks: TensorFlow, PyTorch, Scikit-Learn, JAX, HuggingFace, OpenCV, PySpark, Pandas, Flask, FastAPI, NTLK.
  • πŸ› οΈ Tools & Platforms: Docker, Kubernetes, AWS, GCP, Azure, Git, Linux, NodeJS, DynamoDB, PostgreSQL, MySQL, Elasticsearch, Qdrant, RabbitMQ, GraphQL, GitHub Actions, GitLab CI, Jenkins, Prometheus, Grafana, Nvidia Trition, Redis.
  • 🧠 ML Concepts: LLMs, VLMs, Vector Databases, Data Validation, Preprocessing, Model Optimization, Cloud Deployment, Edge Deployment (MLX), CI/CD, Monitoring, A/B Testing, API Development, Database Design, Frontend Contribution.

My GitHub Stats

Top Langs

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  1. deep-maze-solver deep-maze-solver Public

    Neural Network that solves mazes

    Python

  2. centigrad centigrad Public

    Autograd engine and neural network library based on numpy. Inspired by Andrej Karpathy's micrograd.

    Python 1

  3. image-super-resolution image-super-resolution Public

    Deep learning Image Super Resolution

    Python 1

  4. image_print image_print Public

    Transform digital images into bautiful print-like artwork

    C++

  5. turing_machine turing_machine Public

    A simple C program to emulate two symbol turing machine

    C 3 1

  6. Game-Of-Life Game-Of-Life Public

    A simple web app of Conway's Game of Life.

    JavaScript 4