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Projects measured by business results

A selection of AI, automation, data and software projects — from automation workflows and BI dashboards to machine-learning and web applications, many with public source code. Each one covers what was built, the outcome and the stack behind it.

Case studies

Browse by service or industry

Each project covers what was built, the outcome it delivers, who it suits and the stack behind it.

Showing 8 projects for Machine Learning

    • AI Automation
    • Machine Learning

    Countryside Resort RAG Guest Assistant

    A resort-specific AI assistant that answers guest questions from property documents, routes live-information requests, and returns concise responses through an embeddable chat widget.

    • Python
    • FastAPI
    • LangChain
    • FAISS
    • +3 more
    View project
    • AI Automation
    • Machine Learning

    DocChat AI — PDF Question Answering with Citations

    A retrieval-augmented document assistant that turns uploaded PDFs into searchable knowledge bases and returns grounded answers with page citations.

    • Python
    • LangChain
    • FAISS
    • Groq
    • +3 more
    View project
    • Machine Learning

    ATHENA Explainable Football Officiating Decision Support

    A proof-of-concept football officiating system combining deterministic rules, geometric margins, case-based foul probabilities, and explainable decision reports.

    • React
    • Python
    • FastAPI
    • Vite
    • +4 more
    View project
    • Machine Learning

    Fine-Tuned BERT Sentiment Analysis Application

    A complete NLP classification workflow covering exploratory analysis, BERT fine-tuning, evaluation, and live sentiment prediction through Streamlit.

    Reported accuracy and F1 score
    92.09%
    View project
    • Machine Learning

    Multi-Tool NLP Text Analysis Suite

    A single Streamlit workspace combining text summarization, named-entity recognition, semantic keyword extraction, and text statistics.

    • Python
    • Hugging Face
    • Streamlit
    • MiniLM
    • +3 more
    View project
    • Machine Learning

    LSTM Fake News Detection System

    A deep-learning text classifier that distinguishes real and fake news using a stacked LSTM architecture and a documented evaluation pipeline.

    Reported test accuracy
    93.9%
    View project
    • Machine Learning

    Machine Learning Laptop Price Predictor

    A regression pipeline that compares five machine-learning models and predicts laptop prices from hardware specifications.

    Regression models compared
    5
    Decision Tree R²
    0.86
    View project
    • Machine Learning

    Telecom Customer Churn Prediction Model

    A supervised machine-learning pipeline that analyzes telecom churn drivers and predicts which customer accounts are at risk.

    Customer records analysed
    7,043
    Reported overall accuracy
    80.6%
    View project
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