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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 LangChain LLMs Machine Learning MLflow MLOps Object Detection Python PyTorch PyTorch Lightning SQL

Deep Learning Frameworks & Integration

MLOps & DevOps

Computer Vision

Natural Language Processing

Programming & Algorithms

📈 GitHub Contributions

Your GitHub contributions

🔭 Current Projects

Project Description Tech Stack
Hyperparameter Tuning and Optimization with Experiment Tracking 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
Deep Learning Classification with PyTorch Lightning and 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. PyTorch PyTorch Lightning Docker Docker Compose CI/CD Hydra Code Coverage uv
Deep Learning Classification - Training & Inference with PyTorch Lightning This project demonstrates how to set up training, evaluation, and inference for dog breed classification using Docker and PyTorch Lightning. PyTorch PyTorch Lightning TorchVision Docker Docker Compose NumPy Scikit Learn TensorBoard Matplotlib
MNIST Classification - Dockerized Training Evaluation Inference with PyTorch This project offers a Docker Compose setup for managing training, evaluation, and inference on both the MNIST Hogwild dataset using PyTorch. PyTorch TorchVision Docker Docker Compose NumPy Scikit Learn Matplotlib
Dockerized Training for MNIST Digit Classification with PyTorch This project trains a Convolution Neural Network (CNN) for MNIST dataset digit classification using PyTorch, fully containerized with Docker. It supports training from scratch, resuming from checkpoints, and evaluation. PyTorch TorchVision Docker

🤝 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