Data Science Project-Based Winter Training Program
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Build a real-world Search Engine from scratch with our 15-day data Science Project-based course. Go end-to-end from Semantic Search, RAG implementation, Recommendation Systems, Elasticsearch, GenAI Chatbot, and much more with final deployment on Google Cloud Platform.
Make the most of your Winter Break
Enroll, Build Projects, Enhance Skills!
For further queries, reach us via Call/WhatsApp on: +91-8130806418
Offline Locations
Course Overview
Earn an industry-recognized IBM Certificate on successful completion.
Engine with Pydantic schemas, Data Ingestion, Preprocessing, Chunking and TF-IDF baseline.
Embeddings using Word2Vec / GloVe and Sentence Transformers, Vector Database like Pinecone.
Implement RAG using smart Chunking, retrieval, and Ranking Algorithms for grounded answers.
LLM workflow (OpenAI/Gemini), Elasticsearch, BM25, and Hybrid Search.
System using embedding similarity, Ranking Algorithms to surface relevant content suggestions.
Note: This 15-day, project-based course will not focus on detailed theory, instead, it is fully centered on building major and minor projects.
It explains only the key concepts used throughout the project building process. This helps learners strengthen their resume and stand out with a stronger profile.
Course Content
- Define the project scope
- Draw a simple workflow
- Set up repo structure with clean modules and clear boundaries
- Create Pydantic models for Article, Query, and Response
Tools: Python, GitHub, Draw.io, Pydantic.
- Load sample articles.
- Store raw articles in MongoDB.
- Add basic deduplication.
- Write PyTest tests for ingestion flow and duplicate detection
Tools: MongoDB, SQLAlchemy (optional), PyTest, Logging.
- Apply lowercasing, punctuation cleanup, and stopword removal
- Add stemming or lemmatization
- Extract metadata like title and tags
- Validate cleaned schemas (Pydantic and test preprocessing)
Tools: nltk, spacy, re, Pydantic, PyTest.
- Build TF-IDF vectors (scikit-learn)
- Implement cosine similarity
- Create API route
- Add TF-IDF scoring-based ranking and verify accuracy
Tools: scikit-learn, NumPy, FastAPI, PyTest.
What Sets Us Apart
IBM Certification
24 X 7 Doubt Support
Course Benefits
