outcome-first builds

Project Kits for Final-Year & Placement

Each kit is built to be explained, presented, and defended — not just submitted. Architecture, code, deployment guide, report template, PPT deck, and viva Q&A included.

Featured Major Kit

Document Q&A Assistant

Build a RAG-based chatbot that answers questions from uploaded documents. Python, FastAPI, OpenAI API, ChromaDB.

PythonFastAPIRAGOpenAIChromaDB

Source code Architecture diagram Deployment guide Viva Q&A PPT template Report template

~6 weeks · Intermediate · ● Available View Kit →

Coming Soon Portfolio Build

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AI Resume Screener & Interview Copilot

Score and rank resumes. Built-in interview prep assistant. Great for HR tech demos and placement-focused portfolios.

PythonLLMStreamlitPDF parsing

~4 weeks · Beginner friendly Coming soon

Coming Soon Major Kit

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Inventory Forecasting Dashboard

Time series forecasting with ARIMA and Prophet. Live dashboard, report template, and PPT deck included.

PythonStreamlitARIMAProphet

~5 weeks · Intermediate Coming soon

Planned Portfolio Build

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Multilingual Customer Support Assistant

Deployable chatbot with escalation path. Multi-language input with auto-detect. Company-style demo build.

PythonFastAPIOpenAIMultilingual

~6 weeks · Intermediate Planned

Planned Major Kit

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AI Attendance & Analytics Dashboard

Face recognition-based attendance with reporting dashboard. Computer vision + analytics combo project.

PythonOpenCVStreamlit

~8 weeks · Intermediate Planned

Planned Major Kit

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Vision-Based Quality Inspection Demo

YOLO-based defect detection for manufacturing images. Company-style computer vision project with real-time demo.

PythonYOLOPyTorchFastAPI

~8 weeks · Advanced Planned

No projects in this lane yet — more kits are being built. Tell us what you need →

mini projects · 2-3 weeks

Quick Build Mini Projects

Shorter builds for 2nd/3rd year students or anyone wanting a quick portfolio addition. Full code, milestones, and viva Q&A included.

Sentiment Analyzer

HuggingFace BERT sentiment classification. Batch CSV processing.

PythonHuggingFaceStreamlit

~3 weeks · Beginner→

Resume Parser & Scorer

Extract and score resume data from PDFs using regex and NLP.

PythonPyMuPDFspaCy

~3 weeks · Beginner→

News Category Classifier

TF-IDF + ML pipeline to classify news into topics.

PythonTF-IDFscikit-learn

~3 weeks · Beginner→

AI Expense Tracker

Natural language expense entry with LLM categorisation and charts.

PythonOpenAISQLite

~3 weeks · Beginner→

CLI Chatbot with Memory

Terminal chatbot with session persistence, personas, and commands.

PythonOpenAIJSON

~2 weeks · Beginner→

Image Caption Generator

BLIP transformer model generates captions for any uploaded photo.

PythonBLIPHuggingFace

~3 weeks · Beginner→

what's in every serious kit

Not Just Code. A Complete Submission System.

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Architecture Diagram

System design explained visually — tech stack, data flow, components.

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Milestone Breakdown

Week-by-week plan. Know exactly what to build in what order.

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Starter & Final Code

GitHub-ready code with README, setup guide, and .env.example.

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Deployment Guide

Step-by-step guide to deploy on Render, Railway, or AWS.

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Report Template

A4 Word/Google Docs template pre-filled with section headings and guidance.

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PPT Deck Template

10-slide seminar presentation outline ready for viva day.

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Viva Q&A Guide

20+ likely viva questions with clear, technical answers you can defend.

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Testing Checklist

Known limitations, edge cases, and extension ideas for discussion.

Have a specific project need?

Tell us your college, branch, and project deadline. We'll help you find the right kit or suggest the right approach.