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rakeshkapilavayi/README.md

πŸ’‘ Rakesh Kapilavayi

πŸš€ Bridging the Gap: From Construction to Data Science | Passionate About Building Solutions

Welcome to my GitHub!

I am a Data Science enthusiast with a strong foundation in analytical thinking, statistics, Machine Learning, Deep Learning, and NLP. I am currently seeking internship opportunities to apply and strengthen these skills while aiming to learn AI in the future.

I specialize in Machine Learning, Deep Learning, NLP, and Generative AI, and I love developing real-world AI solutions that make an impact.


πŸ”₯ What I Do

🧠 Machine Learning & Deep Learning – Building intelligent models & optimizing performance
πŸ” Natural Language Processing (NLP) – Text processing, Transformer-based models
πŸ›  End-to-End AI Applications – AI-powered app development & deployment


πŸ”§ Tech Stack & Skills

βž— Mathematics for Data Science
βœ… Probability
βœ… Central Limit Theorem (CLT)
βœ… Hypothesis Testing
βœ… A/B Testing
βœ… Measures of Central Tendency

πŸ“Š Data Science & Machine Learning
βœ… Programming: Python
βœ… ML Frameworks: Scikit-learn XGBoost
βœ… Feature Engineering: Data Cleaning, Transformation, Encoding
βœ… Model Evaluation: Accuracy, Precision, Recall, ROC-AUC

πŸ€– Deep Learning
βœ… Neural Networks: ANN, CNN, RNN, LSTM, BiLSTM
βœ… DL Frameworks: PyTorch
βœ… Transformer Models: BERT, GPT, RAG for NLP tasks

πŸ”Ž NLP & Generative AI
βœ… NLP Libraries: NLTK spaCy
βœ… Text Processing: Tokenization, POS tagging, Named Entity Recognition (NER)
βœ… LLMs & Generative AI: Hugging Face GPT, Google Gemini, LangChain

βš™οΈ MLOps & Deployment
βœ… MLOps: Experiment tracking, pipeline management, model versioning
βœ… Tools: MLflow DagsHub SageMaker
βœ… Model Deployment: Streamlit βœ… Version Control: Git GitHub


🌟 Let’s connect and build impactful AI-powered solutions together!

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  1. Personality-Predictor Personality-Predictor Public

    End to end machine learning Application for predicting a person's personality (extrovert or introvert)πŸ”₯. πŸ’‘ Dive in to understand how machine learning can foresee prediction scores. πŸ€–πŸ“ˆ

    Jupyter Notebook 1

  2. Atliqo-Bank-CreditCard-launch-Statistics Atliqo-Bank-CreditCard-launch-Statistics Public

    EDA using statistical techniques to identify and recommend high-potential customer segments for AtliQo Bank's new credit card launch.

    Jupyter Notebook

  3. Car-Damage-Detector Car-Damage-Detector Public

    This project detects car damage from images using deep learning. By leveraging a pre-trained ResNet50 model, the system classifies damage into multiple categories with high accuracy. The app prepro…

    Jupyter Notebook

  4. DataPulse-Automated-EDA DataPulse-Automated-EDA Public

    This project automates exploratory data analysis (EDA) with DataPulse, enabling users to upload, clean, and visualize datasets effortlessly. It integrates machine learning models like Logistic Regr…

    Python

  5. Expense-Tracking-System Expense-Tracking-System Public

    The Expense Tracking System is a user-friendly app with a Streamlit frontend and FastAPI backend for efficient expense management πŸŽ‰. It allows adding/updating expenses, generating analytics by cate…

    Python

  6. Health-Insurance-Premium-Predictor Health-Insurance-Premium-Predictor Public

    This project predicts health insurance premiums using machine learning based on user demographic and lifestyle inputs. It employs a dual-model strategy with Linear Regression and XGBoost for accura…

    Jupyter Notebook