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AnkitaMungalpara/README.md

👋 Hi there, I'm Ankita

Welcome to my GitHub profile!

  • 🔭 I’m currently pursuing MS in Data Science at University of Massachusetts Dartmouth.
  • 🌱 I'm currently learning advanced Deep Learning architectures and mastering MLOps with cloud platforms like Azure ML and AWS, along with Generative AI, Language Models, and Large Language Models (LLMs).
  • 🎓 I’m a Microsoft Certified: Azure Data Scientist Associate
  • 📫 How to reach me: LinkedIn
  • 😄 Pronouns: She/Her

🛠 Skills

AIM Computer Vision Continuous ML Data Science Deep Learning Docker DVC Generative AI Hugging Face Hydra LitServe AWS Lambda Gradio LangChain LLMs Machine Learning MLflow MLOps Object Detection Python PyTorch PyTorch Lightning SQL

MLOps

Module 1 - Dockerized Training with PyTorch

Module 2 - Dockerized Training Evaluation and Inference with PyTorch

Module 3 - Containerized Training and Inference with PyTorch Lightning

Computer Vision

Deep Learning

Generative AI / NLP

Programming & Algorithms

📈 GitHub Contributions

Your GitHub contributions

🔭 Current Projects

Project Description Tech Stack
Module 6 - Experiment Tracking and Hyperparameter Optimization This project explores Hyperparameter Optimization for a deep learning Classification model. It highlights streamlined workflows for experiment tracking, model tuning, and reporting with ML tools. Aim MLflow DVC Continuous ML Hydra Optuna
Module 5 - Data Version Control This project implements a deep learning model to classify images using PyTorch Lightning, Hydra for configuration management, and DVC for data version control. DVC PyTorch Lightning Docker Hydra
Module 4 - PyTorch Lightning with Hydra Integration This project implements a state-of-the-art dog breed classification model using PyTorch Lightning and Hydra. It's designed to accurately identify dog breeds from images, utilizing deep learning. Hydra PyTorch PyTorch Lightning Docker Docker Compose CI/CD Code Coverage uv

🤝 Connect with Me

LinkedIn

Pinned Loading

  1. Leetcode-Solutions Leetcode-Solutions Public

    This repository provides Python solutions for a range of LeetCode problems, focusing on clarity and efficiency. Each solution is designed to improve coding skills and strengthen problem-solving abi…

    Python 1

  2. YOLOv5-Custom-Object-Detection YOLOv5-Custom-Object-Detection Public

    This repository focuses on training a custom YOLOv5 model to detect and classify clothing accessories, including shirts, pants, shoes, handbags, and sunglasses. It involves collecting images, annot…

    Jupyter Notebook

  3. HuggingFace-NLP HuggingFace-NLP Public

    This repository introduces the 🤗 Transformers library, covering Transformer models, fine-tuning on datasets, and result sharing. You’ll learn to handle classic NLP tasks using 🤗 Datasets and 🤗 Toke…

    Jupyter Notebook

  4. LangChain-AI LangChain-AI Public

    Jupyter Notebook

  5. Building-LLM-From-Scratch Building-LLM-From-Scratch Public

    This repository provides a step-by-step guide to creating your own large language model (LLM). It walks you through each stage of the process, from initial design to pre-training on a general corpu…

    Jupyter Notebook 1

  6. Brain-Tumor-Classification-with-PyTorch-Lightning-Docker-Compose Brain-Tumor-Classification-with-PyTorch-Lightning-Docker-Compose Public

    Python 1