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Achievement: YOLOAchievement: Pair ExtraordinaireAchievement: Pull Shark

Achievements

Achievement: YOLOAchievement: Pair ExtraordinaireAchievement: Pull Shark

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ambruhsia/README.md

👋 Hey there, I'm Amrita

🔬 R&D Machine Learning Engineer | Data Scientist | AI Researcher

Typing SVG

Kaggle Views

AI Research

🎯 About Me

  • 🔬 Research Intern at Georgia Tech
  • 🧠 Previously R&D ML Intern
  • 🎓 B.Tech in Computer Science & Data Science
  • 🏆 Kaggle Contributer | BirdCLEF 2025 Top 100
  • 📊 Passionate about deep learning, computer vision, and responsible AI
  • 🌱 Currently exploring fairness in AI, neuron-level analysis, and model pruning
  • ⚡ Fun fact: My notebooks get 2k+ views and land in Kaggle's Top 10 Trending!

🛠️ Tech Arsenal

Core Languages

Python C++ SQL

ML/DL Frameworks

PyTorch TensorFlow Scikit-learn Keras OpenCV

Data Science & Big Data

Pandas NumPy PySpark Tableau

Tools & Platforms

Docker AWS Git FastAPI Streamlit

AI APIs & LLMs

OpenAI Anthropic Supabase

📊 GitHub Analytics

Snake animation

🔬 Featured Research & Projects

🧠 LLM Research

Research

Focus: Fairness in AI Model Analysis Bias Detection

📍 Georgia Tech Research Lab

🎵 BirdCLEF 2025 - Silver Medal 🥉

Kaggle

Deep learning ensemble for bird species identification through sound. 2k+ views, 95+ forks, featured in Kaggle's Top 10 Trending Notebooks.

Tech: PyTorch Audio Processing Ensemble Methods Librosa

🔗 Repo | 🏆 Competition

🩺 SwinCyst - PCOS Detection

Deployment

End-to-end DL solution with custom augmented dataset (20k images). Fine-tuned Swin Transformer achieving high accuracy. Dockerized API for scalable inference.

Tech: PyTorch Swin Transformer FastAPI Docker

🔗 Dataset

🔬 WaferVision

Accuracy

Predicting wafer defects using symbolic regression & XGBoost on 811k wafer maps. 25% accuracy improvement with custom preprocessing pipeline.

Tech: PyTorch XGBoost Computer Vision Streamlit

🔗 Live Demo | 📊 Analysis

🤖 GPTScript RAG Agent

Efficiency

RAG agent with Pydantic AI & Supabase for intelligent documentation querying. 75% reduction in search time.

Tech: Pydantic AI Supabase OpenAI Streamlit

| 📚 Docs

📊 Browsing History Analyzer

Insights

Temporal analysis & sequence mining on browsing data. 30% increase in identified patterns using LDA & VADER sentiment analysis.

Tech: Python NLTK Gensim NetworkX Visualization

🔗 Analysis| 📈 Results

❤️ PySpark Heart Disease Prediction

Scalable

Big data pipeline processing multi-database medical records. Evaluated 6+ ML models using MLlib for distributed computing.

Tech: PySpark MLlib Big Data Healthcare AI

🔗 Notebook

🏆 Achievements & Recognition

🎯 Achievement 📍 Details
🥉 Kaggle Silver Medal BirdCLEF 2025 - Top 50 globally
📈 Top 10 Trending Notebook 2k+ views, 95+ forks on Kaggle
🏅 Google Girl Hackathon Advanced to online rounds (2024 & 2025)
💡 Microsoft Innovate 2025 Recognition for innovation & leadership
🎓 Multiple Certifications Google, AWS, DeepLearning.AI, IBM
🔬 Semicon India 2024 Mentorship from Micron VP

🤝 Let's Connect & Collaborate!

LinkedIn Kaggle GitHub Email

💼 Open for Research Collaborations & ML Engineering Roles

Passionate about building ethical AI systems and pushing the boundaries of machine learning

Currently researching at Georgia Tech 🐝 | Building the future of responsible AI 🚀

📚 Certifications

  • 🎓 Deep Learning Specialization - DeepLearning.AI
  • ☁️ Generative AI with LLMs - Amazon Web Services
  • 📊 Google Data Analytics Specialization - Google
  • ⚡ Mastering Big Data Analytics with PySpark - Infosys
  • 🤖 IBM Machine Learning - IBM
  • 🗄️ Advanced SQL - Kaggle

💭 Random Dev Quote

Quote

📈 Contribution Activity

Activity Graph

⭐️ From ambruhsia with 💜 | Let's make AI fair, transparent, and impactful together

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  1. WaferVision WaferVision Public

    Detecting Semiconductor wafer Defects in Semiconductor Manufacturing By various models, Analysis and IAD on Wafer Maps.

    Jupyter Notebook 2

  2. SWINCYSTTwTT SWINCYSTTwTT Public

    End-to-End Deep Learning-Powered PCOS Classification: Built a Custom Augmented Dataset, Fine-Tuned Swin Transformer Model, and Deployed a Dockerized API for Scalable Inference.

    Jupyter Notebook

  3. BirdCLEF-2025 BirdCLEF-2025 Public

    Solution for the BirdCLEF 2025 Kaggle competition to identify bird species via audio signatures. Features EDA, deep learning experimentation, and an EfficientNet-B0 ensemble. Ranked top 100, with 1…

    Jupyter Notebook 2

  4. shl-recommender-agent shl-recommender-agent Public

    Conversational agent that guides hiring managers from vague intent to a grounded SHL assessment shortlist through multi-turn dialogue. FastAPI · LangGraph · FAISS · Gemini 2.5

    Python 1

  5. GPTScript-webCrawler-RAG GPTScript-webCrawler-RAG Public

    AI-powered documentation crawler and retrieval-augmented generation (RAG) agent for GPTScript. It efficiently retrieves relevant GPTScript documentation using embeddings and a Supabase backend, pro…

    Python

  6. browsing-history-analysis browsing-history-analysis Public

    in-depth analysis of an anonymized browsing history dataset to extract meaningful behavioral insights, supported by clean visualizations and structured storytelling. The goal is to understand how,…

    Jupyter Notebook