Assessfy Foundation Projects Lab Beginner 5 milestones 100 marks

Guess the Language: A Simple Text Language Detector

Discipline: AI & Data Level: Foundation Industry: AI & Data Function: Engineering Team: up to 3 Assessment: 5 milestones (100 marks)

Real-world project · AICTE-aligned · AI-graded · Audit-ready certificate

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Core skills
About this project

What you'll build: A small tool that reads a sentence and guesses which language it is written in (e.g. English, Hindi, French, Spanish) using character-pattern features.

Why it's a good starter: It needs no heavy models, works on short text, and shows how simple features can solve a real problem.

What you'll learn: Character n-gram features, multi-class classification, and building a tiny reusable prediction function.

Milestones
1. Setup & Plan
10 marks 5d
Collect a small labelled set of sentences in 4-5 languages (public dataset or your own) and load it; submit the class counts.
2. Build character features
30 marks 10d
Convert text into character n-gram features. Submit the notebook cell showing the feature representation.
3. Train the detector
30 marks 10d
Train a multi-class classifier and report per-language accuracy. Done when common languages are detected reliably.
4. Testing & Polish
15 marks 6d
Test on 10 sentences you write and note any confusions (e.g. Spanish vs Portuguese).
5. Demo & Short Report
15 marks 5d
Demo live detection and submit a 1-page report with accuracy and limitations.
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Skills you'll learn
AI & DataPythonNLP basicsMulti-class classificationFeature engineering
Tools used
Pythonscikit-learna multilingual sentences dataset
Prerequisites
Basic Python
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You'll earn — Certificate (PDF)

AICTE-aligned Project Completion Certificate

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Guess the Language: A Simple Text Language Detector

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