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sumanth-botlagunta/README.md

object detection training loop — forward pass, cross-attention, loss, backpropagation

Sumanth Botlagunta

LinkedIn

Machine Learning Engineer focused on computer vision and generative AI. Experienced across the full model lifecycle — training, evaluation, quantization, and on-device deployment — with recent work spanning LLM applications: RAG, vector search, and agentic systems. Additional background in full-stack web development.

Skills

Machine Learning & AI Deep Learning · CNNs · Computer Vision · VLMs · LLMs · RAG · Vector Databases · Agentic Systems · Model Quantization · On-device AI
Frameworks & Libraries PyTorch · TensorFlow · OpenCV · Hugging Face Transformers · ONNX
Languages Python · C++
Foundations Data Structures & Algorithms · OOP
Tools Docker · Git
Web JavaScript · TypeScript · React · Next.js · Node.js · Express · REST APIs · MongoDB · SQL

Pinned Loading

  1. ecommerce-admin-dashboard ecommerce-admin-dashboard Public

    Ecommerce admin dashboard acts as SAAS to provide api end points built using nextjs, postgres planetscale database,

    TypeScript

  2. basic_llm basic_llm Public

    A transformer language model built from scratch: attention mechanisms, model architecture, and text data handling implemented module by module.

    Jupyter Notebook

  3. DocString_generator_python DocString_generator_python Public

    Automates Python docstring generation using fine-tuned CodeT5 transformer model with parameter-efficient LoRA training.

    Jupyter Notebook

  4. Football_analysis Football_analysis Public

    Computer vision pipeline for football match video: player and ball tracking, team assignment, and ball-possession attribution per player.

    Jupyter Notebook

  5. stack_overflow_next13 stack_overflow_next13 Public

    Stack Overflow Clone: Full-stack web app, Next.js 14, TypeScript, Tailwind CSS, MongoDB. Clerk authentication, theming, tag-based organization, and responsive design. Users post/manage questions, e…

    TypeScript