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Harsh-Prajapati54/README.md

Harsh Prajapati

🤖 AI | ML Engineer in Making | NLP & LLM Enthusiast

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👋 Hey, I'm Harsh!

class HarshPrajapati:
    name       = "Harsh Prajapati"
    location   = "Earth🌏"
    education  = "B.Tech in Computer Science & IT"
    passion    = ["NLP", "LLMs", "RAG Systems", "Medical AI"]
    currently  = "Building real-world AI/ML projects"
    goals      = [
        "🎯 Land my first AI/ML role",
        "🌍 Contribute to open-source AI",
        "🔬 Push limits with LLMs & RAG",
    ]
    fun_fact   = "I debug with coffee ☕ and curiosity 🔍"
    motto      = "Understand the MATH behind the MAGIC ✨"
AI Coding GIF

🧩 About Me

  • 🎓 B.Tech CS student from Gujarat 🇮🇳
  • 🤖 Deep passion for NLP, LLMs, RAG pipelines & Chatbots
  • 🏥 Exploring AI for Healthcare via my Medical_X project
  • 🔥 Actively building with PyTorch — from scratch to fine-tuning
  • 🌱 Building open-source projects to grow with the AI community
  • 🎯 Goal: First AI/ML job + meaningful open-source contributions
  • 💬 Ask me about: Machine Learning · NLP · RAG · PyTorch

🚀 My Projects

Hands-on ML from regression to RNNs & RL

  • 📊 Housing Price Predictor (Regression + Pipelines)
  • 🔢 MNIST Binary Classifier (SGD + ROC curves)
  • 🔄 Recurrent Neural Networks (RNN)
  • 🎮 Reinforcement Learning basics

Jupyter scikit-learn Pandas

Deep dive into PyTorch — tensors to neural networks

  • ⚡ Tensors, Autograd & Backpropagation
  • 🧠 Building neural nets from scratch
  • 📈 Training loops & optimizers

PyTorch Python

Retrieval-Augmented Generation pipelines with LLMs

  • 🔍 Vector DB retrieval + generation
  • 🤝 LLM + document grounding
  • 🧪 Chunking & embedding strategies

LangChain HuggingFace

🗣️ NLP----

Core NLP concepts → real-world problem solving

  • 📝 Text preprocessing & tokenization
  • 🏷️ Named Entity Recognition
  • 💬 Sentiment analysis pipelines

NLTK Transformers

AI applied to medical imaging — where ML saves lives

  • 🧬 Medical image classification with Deep Learning
  • 🔬 Model interpretability for clinical insights
  • 📊 Data augmentation for small medical datasets

PyTorch OpenCV scikit-learn


🛠️ Tech Stack

💻 Languages

Python SQL Markdown

🤖 AI / ML / DL

PyTorch scikit-learn HuggingFace LangChain OpenCV

📊 Data & Viz

NumPy Pandas Matplotlib Jupyter

🔧 Tools

Git GitHub VS Code


📈 GitHub Stats


GitHub Streak


🌿 Contribution Graph


🗺️ AI/ML Learning Roadmap

FOUNDATIONS ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  ✅  Linear & Logistic Regression
  ✅  Classification Metrics (Precision, Recall, F1, ROC)
  ✅  Data Pipelines & Feature Engineering
  ✅  Recurrent Neural Networks (RNN)
  ✅  Reinforcement Learning Basics

DEEP LEARNING ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  ✅  PyTorch Fundamentals (Tensors, Autograd)
  🔄  CNNs & Computer Vision
  🔄  Transformers & Attention Mechanisms
  ⏳  Model Fine-Tuning & PEFT (LoRA)

NLP & LLMs ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  ✅  Core NLP (Tokenization, NER, Sentiment)
  ✅  RAG Pipelines (Retrieval + Generation)
  🔄  Vector Databases (FAISS, Chroma)
  🔄  LangChain & Agent Frameworks
  ⏳  LLM Evaluation & Prompt Engineering

MLOps & DEPLOYMENT ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
  ⏳  FastAPI / Streamlit for ML apps
  ⏳  Docker & Model Serving
  ⏳  CI/CD for ML pipelines

  ✅ Done    🔄 In Progress    ⏳ Coming Soon

💡 Philosophy

"Learning ML is not about memorizing syntax — it's about understanding the math behind the magic. ✨"*


🤝 Let's Connect & Collaborate!

I'm actively looking for AI/ML opportunities and open-source collaborations. If you're working on something cool in NLP, LLMs, or Medical AI — let's talk! 🚀


LinkedIn GitHub


Built with 💻 ·· 🔥 by Harsh Prajapati

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  1. Medical_X Medical_X Public

    Jupyter Notebook 1