TDS Course Platform
Tools in Data Science
Build. Ship. Scale.
Master the modern data science stack — from development tools and LLMs to production MLOps. Build real projects with hands-on labs and a structured week-by-week path.
UVFastAPIDockerLLMsRAGAgentsMLOps
Everything You Need to Succeed
More than just content — an interactive learning platform with tools designed to accelerate your journey.
Built-in Terminal
Connect to code-server (localhost or a custom URL) directly in the browser.
$ uv pip install fastapi Resolved 12 packages in 0.8s $ python -m uvicorn main:app --reload INFO: Uvicorn running on http://localhost:8000 $
AI Chat Assistant
Ask questions about any week, lab, or tool and get instant AI-powered answers.
What does Week 5 cover?
Week 5 covers Agentic AI: agent fundamentals, tool calling, async execution, LangGraph, MCP, memory, and evaluation.
Pomodoro Timer
Stay focused with a built-in Pomodoro timer for productive study sessions.
25:00
Focus Session • 1/4 Pomodoros
Dark Mode
Easy on the eyes with a beautiful dark theme that matches your preference.
LightDark
Local Search
Search through all course content instantly without leaving the page.
RAG evaluation…
RAG Evaluation (RAGAS)
Chunking Strategies
Vector Databases
Zero to Production.
A structured journey from development fundamentals to production ML systems. Each phase builds on the last, with hands-on labs every step of the way.
Hands-On Labs
21 Hands-On Labs — Learn by Building
Every lab is a real-world project. Deploy, build, and ship production-quality systems from week 1. These labs form the core of your learning.
Publish a Python library to PyPI (UV)
Medium3h
UV CLI tool + LaTeX documentation PDF
Medium3h
Bash automation: daily project summary
Easy2h
Gemma API on HuggingFace Spaces (Google Auth)
Hard4h
FastAPI observability + Grafana dashboard
Hard4h
YouTube → subtitles → topics → timestamps + JSON
Medium4h
Cost-tracking dashboard (LangSmith)
Medium3h
CAPSTONE: BS Degree Chatbot (Hybrid RAG)
Hard6h
Used in: BS Website (BS Office)
CAPSTONE: Policy Chatbot (Guardrails)
Hard6h
Used in: Nirmaan (Sujal)
RAGAS evaluation dashboard (Naive vs Hybrid vs Contextual)
Medium4h
CAPSTONE: Autonomous Research Agent (LangGraph)
Hard6h
CAPSTONE: VivaAgent — AI Oral Examiner
Hard6h
Used in: Professor Anand (TDS)
Context-based extraction tool (PDF/Web/Video)
Medium4h
CAPSTONE: Job posting scraper & tracker
Hard6h
Used in: IIC
CAPSTONE: AI signature detection & cropper
Hard6h
Used in: NPTEL
CAPSTONE: Live multilingual travel translator
Hard6h
Used in: Suggested by Priyanshu (Cystar Intern)
Scheduled scraper (GitHub Actions cron → DuckDB/Parquet)
Medium4h
Red-team your API + add NeMo Guardrails
Hard4h
Full CI/CD to Cloud Run (Artifact Registry)
Hard5h
CAPSTONE: Production fine-tuned model + full MLOps
Hard6h
Full GCP pipeline (GCS → BigQuery ML → Vertex AI → Cloud Run)
Hard5h
Start building today.
Learn fast by shipping real projects — not just reading.