Plant Disease Detection System
CNN feature extraction + Random Forest classification. Trained on 29,000 images across 22 disease classes — achieving 98% accuracy on apple, grapes, corn, and tomato diseases.
PythonCNNRandom ForestTensorFlow
Product Management App
Full-stack CRUD application with a FastAPI backend and React frontend. PostgreSQL stores products via SQLAlchemy ORM, Pydantic validates schemas, and the REST API exposes full create, read, update, and delete endpoints. The React client uses Axios to interact with the API in real time.
FastAPIPostgreSQLSQLAlchemyPydanticReactAxios
AI Chatbot — Academia College
LangChain + Ollama (Gemma 3B) chatbot with custom vector store, document-based Q&A, modular chain design, and optimised prompt engineering for college queries.
LangChainOllamaGemma 3BVector DB
Fraud Detection System
End-to-end ML pipeline on a real financial dataset — EDA on transaction types (TRANSFER, CASH_OUT), feature engineering (balance diffs), and a Logistic Regression classifier with class_weight="balanced" inside a Scikit-learn Pipeline. Deployed live on Streamlit.
PythonScikit-learnLogistic RegressionPandasSeabornStreamlit
Travel Recommendation System
Content-based trek recommender trained on 383 Nepal trek destinations. TF-IDF vectorizes difficulty levels, Min-Max normalizes cost & time, then cosine similarity matches user preferences to the top treks. Integrated into a Django web app via a custom recommendation engine in views.py.
PythonTF-IDFCosine SimilarityScikit-learnDjangoJoblib
Digit Detection — MNIST
Handwritten digit recognition with PyTorch on the MNIST dataset. Custom CNN architecture with training loops, LR scheduling, and accuracy evaluation pipelines.
PyTorchCNNMNISTDeep Learning
AgriHub
Full-stack Django platform with AI-powered disease detection, agri-commerce marketplace (AgroMart), farmer forums, and community features. Future: LangChain + Ollama multilingual chatbot.
DjangoPythonLangChainOllamaAI
E-Governance Project
Automated government data extraction using Selenium, backed by Django + Python. Structured civic data management with clean ETL pipelines and analysis dashboards.
DjangoSeleniumPythonETL
