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piyushhh-glitch/README.md

Hi, I'm Piyush ๐Ÿ‘‹

ML Developer | Data Science | Agentic AI


๐Ÿ› ๏ธ Tech Stack

Languages

Python SQL

Libraries & Frameworks

NumPy Pandas Matplotlib Seaborn Scikit-learn PyTorch Gymnasium

Tools & Databases

MySQL Jupyter Git GitHub


๐Ÿค– ML Algorithms I've Implemented

Category Algorithms
Supervised Linear & Logistic Regression, Ridge, Lasso, ElasticNet, KNN, Naive Bayes, Decision Trees, Random Forest, Gradient Boosting, AdaBoost, SVM, XGBoost, Voting & Stacking Ensembles
Unsupervised K-Means, DBSCAN, Hierarchical Clustering, Isolation Forest, LOF, PCA
Deep Learning ANN, CNN, RNN, Activation Functions
Reinforcement Learning SARSA, Q-Learning โ€” practiced on FrozenLake, CliffWalking, and Taxi environments

๐Ÿ“Œ Repositories

๐Ÿ”— Machine Learning Journey โ€” End-to-end ML practice covering supervised & unsupervised algorithms, real datasets, SQL analytics, web scraping, and projects like the CreditWise Loan System.

๐Ÿง  Deep Learning โ€” ANN, CNN, and RNN implementations along with activation function experiments.

๐ŸŽฎ Reinforcement Learning โ€” SARSA and Q-Learning implementations practiced across FrozenLake, CliffWalking, and Taxi environments.

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  1. Machine_Learning Machine_Learning Public

    Documenting my journey of learning and building in Machine Learning.

    Jupyter Notebook 1

  2. CreditWise-Loan-Approval-System CreditWise-Loan-Approval-System Public

    Built an end-to-end supervised machine learning pipeline using KNN, Logistic Regression, and Naive Bayes to predict loan approval. Implemented binary classification along with exploratory data analโ€ฆ

    Jupyter Notebook

  3. deep_learning deep_learning Public

    Documenting my journey of learning and building Deep Learning models using PyTorch. Covers ANN, CNN, RNN, GANs, Computer Vision, Transfer Learning.

    Jupyter Notebook 1

  4. Reinforcement_Learning Reinforcement_Learning Public

    Documents my Reinforcement Learning journey through hands-on implementations.

    Jupyter Notebook

  5. Flappy_Bird Flappy_Bird Public

    Deep Q-Network (DQN) agent that learns to play Flappy Bird on its own using reinforcement learning.

    Python

  6. Text-Summarizer Text-Summarizer Public

    Text Summarizer App - Transformer Minor Project (using HuggingFace & FastAPI)

    HTML