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BatthulaVinay/README.md

πŸ‘‹ Hi, I'm Batthula Vinay

πŸŽ“ M.Tech – Smart Electric Grid (EEE) | NIT Warangal
πŸ€– Machine Learning & AI Enthusiast
πŸ› οΈ ML Engineer in progress | System-oriented learner

I build end-to-end Machine Learning solutions β€” from data analysis and model training to API development and lightweight deployment. I focus on practical, real-world applications rather than isolated experiments.


πŸš€ What I’m Currently Working On

  • πŸ“Š Exploring real-world datasets (Kaggle & open datasets)
  • πŸ€– Building ML & basic DL models
  • 🧠 NLP experiments (text classification, preprocessing, embeddings)
  • 🌐 Creating ML APIs using FastAPI
  • 🐳 Containerizing ML projects with Docker
  • πŸ“ˆ Building interactive ML apps using Streamlit
  • πŸ”œ Gradually moving toward LLMs, RAG, and applied AI systems

πŸ› οΈ Tech Stack

Languages & Tools

  • Python
  • SQL
  • Git & GitHub
  • Jupyter Notebook, Google Colab
  • VS Code

Machine Learning & NLP

  • NumPy
  • Pandas
  • Scikit-learn
  • TensorFlow
  • Natural Language Processing (tokenization, vectorization, embeddings)

Visualization & Apps

  • Matplotlib
  • Seaborn
  • Streamlit

Backend & Deployment

  • FastAPI
  • Docker (containerized ML services)
  • REST APIs for ML inference

Core ML Concepts

  • Supervised & Unsupervised Learning
  • Feature Engineering
  • Model Evaluation (Accuracy, Precision, Recall, F1-score, ROC-AUC)
  • Overfitting & Regularization
  • Bias–Variance Tradeoff

πŸ“Œ Projects

  • End-to-End ML Projects

    • Data preprocessing β†’ model training β†’ evaluation
    • Served models using FastAPI
  • NLP Projects

    • Text classification & preprocessing pipelines
    • Feature extraction using traditional NLP techniques
  • Interactive ML Apps

    • Streamlit dashboards for model inference and visualization
  • Containerized ML Systems

    • Dockerized ML applications for reproducibility

Each project includes a clear problem statement, approach, and results.


πŸ“Š GitHub Stats

GitHub Streak Top Languages


🌐 Connect With Me

LinkedIn Kaggle


🀝 Open to Collaboration

I’m open to collaborating on:

  • End-to-end ML systems
  • NLP applications
  • FastAPI-based ML services
  • Streamlit dashboards for ML

If you like building real things, feel free to connect.

Popular repositories Loading

  1. BatthulaVinay BatthulaVinay Public

    Config files for my GitHub profile.

  2. skills-introduction-to-github skills-introduction-to-github Public

    My clone repository

  3. MLChurnproject MLChurnproject Public

    Jupyter Notebook