Major Project
Machine Learning
Crop Disease Detection with CNNs
Leaf-image classifier with an offline mobile front end
- Python
- TensorFlow
- EfficientNet
- Flutter
- +2
₹5,999₹9,000
4.7/186 reviews
Machine Learning · Major Project
AI Resume Screening System
NLP pipeline that ranks candidates against a job description
3-4 weeks build
Overview
An end-to-end recruitment assistant that parses resumes, extracts structured entities, and scores each candidate against a job description using semantic similarity. Includes a recruiter dashboard, a bias-audit report and an explainability panel that shows exactly why a candidate ranked where they did.
What makes it stand up
- 01Resume parsing for PDF and DOCX with layout-aware extraction
- 02Custom named-entity model for skills, degrees and experience
- 03TF-IDF baseline plus sentence-transformer semantic scoring
- 04Explainability panel showing per-skill match contribution
- 05Bias audit notebook comparing outcomes across cohorts
Module breakdown
- 01
Ingestion
Bulk upload, OCR fallback and document normalisation.
- 02
Entity extraction
Trained spaCy pipeline with a custom skills gazetteer.
- 03
Scoring engine
Hybrid lexical and embedding similarity with tunable weights.
- 04
Recruiter dashboard
Ranked shortlist, filters, notes and CSV export.
- 05
Evaluation
Precision@k, nDCG and fairness metrics with plots.
After this, you will be able to
- Explain how transformer embeddings beat keyword matching
- Defend your evaluation methodology in a viva
- Show a working demo on live resume uploads
Technology stack
- Python
- spaCy
- scikit-learn
- FastAPI
- React
- PostgreSQL
- Level
- Major Project
- Domain
- Machine Learning
- Build time
- 3-4 weeks
- Difficulty
- Rating
- 4.9 / 5 · 214
You receive
- Complete, commented source code
- 60-90 page project report (IEEE format)
- Editable presentation deck
- Architecture, ER and UML diagrams
- Local setup and deployment guide
- Sample dataset or seed data
- Viva question bank with answers
- One 45-minute walkthrough call
- 30 days of doubt-clearing support