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Away until Aug 16 — limited availability
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Away until Aug 16 — limited availability
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    gokul-debugger/README.md
    Paco's Applied ML Lab

    Typing SVG


    RepositoriesFocusWebsite


    I’m Gokul

    I’m a student building end-to-end data science projects from real datasets. I enjoy the whole path: asking better questions, building a dependable baseline, evaluating honestly, and turning the result into an interactive demo.

    My portfolio explores machine learning, NLP, customer analytics, cybersecurity, experimentation, recommendation systems, and open-source developer tooling.

    Animated retro arcade current status: learning active, building active, deploying exploring

    What I Build

    01Understand02Model03Deliver
    Find patterns and assumptions in the dataCompare baselines and stronger modelsTurn results into a useful dashboard

    Featured Work

    🧭 Developer Tooling

    ContribCheck: GitHub Issue Readiness Checker

    An evidence-based Python CLI and FastAPI service that checks dependencies, assignments, competing pull requests, repository health, and CI before contribution work begins.

    🎬 Recommendation

    Hybrid Movie Recommendation System

    Content-based discovery, collaborative filtering, hybrid ranking, and offline evaluation.

    🧪 Experimentation

    Mobile Game Retention Experiment

    A/B testing, retention analysis, bootstrap uncertainty, and product decisions.

    📡 Customer Intelligence

    Telecom Customer Churn Prediction

    Churn risk, threshold-aware classification, retention economics, and segmentation.

    🛡️ Security Analytics

    Network Intrusion Detection System

    Binary intrusion detection, attack diagnosis, explainability, and web-log monitoring.

    💬 Language and Text

    Cyberbullying Detection

    Six-category harmful-content classification across online text.

    🏨 Sentiment

    Hotel Reviews Sentiment Analysis

    Classical ML, LSTM, transformer inference, and an interactive dashboard.

    Toolkit

    Languages and tools used across projects and coursework; experience depth varies by tool.

    Languages
    PythonSQLRBash and ZshJavaScriptJavaC++C

    Data and scientific computing
    NumPypandasSciPy

    Machine learning, NLP, and vision
    scikit-learnXGBoostTensorFlowPyTorchHugging FaceNLTKOpenCV

    Visualization and applications
    JupyterMatplotlibSeabornPlotlyStreamlit

    Workflow
    GitGitHubDockerPyCharm

    GitHub Overview

    Repositories by languageGitHub contribution streakGitHub activity graph

    My Build Pattern

    Animated pipeline from raw data to usable demo

    I compare meaningful models, document trade-offs, preserve reproducible workflows, and keep the limitations visible.

    Connect

    GitHubPortfolio


    Pixel-art build quest: learn, test, ship, repeat

    Pinned Loading

    1. contribcheckcontribcheckPublic

      GitHub issue readiness checker for open-source contributors, available as a Python CLI and FastAPI service

      Python

    2. hybrid-movie-recommendation-systemhybrid-movie-recommendation-systemPublic

      Hybrid movie recommendation system combining content, collaborative filtering, popularity-aware ranking, and offline evaluation.

      Jupyter Notebook

    3. mobile-game-retention-experimentmobile-game-retention-experimentPublic

      A/B testing analysis of mobile-game retention using frequentist, bootstrap, Bayesian, and product-decision methods.

      Python

    4. network-intrusion-detection-systemnetwork-intrusion-detection-systemPublic

      Network intrusion detection using NSL-KDD with binary attack detection, multiclass attack classification, and a live web traffic anomaly dashboard.

      Jupyter Notebook

    5. telecom-customer-churn-predictiontelecom-customer-churn-predictionPublic

      Telecom customer churn prediction using IBM Telco dataset with tuned HistGradientBoosting, retention economics, risk segmentation, and Streamlit dashboard

      Jupyter Notebook

    6. wemake-services/django-modern-restwemake-services/django-modern-restPublic

      Modern REST framework for Django with types and async support!

      Python 1.3k 159