Build a Production-Grade Semantic AI Search Engine in TypeScript
Renowned TypeScript educator Matt Pocock (Total TypeScript, AIhero) teaches developers how to build DeepSearch—a full-featured, lightning-fast semantic search engine using TypeScript, vector embeddings, chunking algorithms, and LLM query expansion. Learn how modern AI search architectures work under the hood and deploy real-world production search.
What You Will Learn
- Vector Embeddings & Semantic Search: Understanding high-dimensional embeddings and cosine similarity vs. keyword matching.
- Intelligent Document Chunking: Splitting codebases, markdown, and articles into optimal semantic chunks with overlap.
- Vector Database Integration: Indexing and querying embeddings at scale using Pinecone, Qdrant, and pgvector.
- LLM Query Expansion & Re-Ranking: Using language models to rewrite vague user queries and re-rank candidate search results.
Comprehensive Curriculum Breakdown
- Module 1: Foundations of Semantic Search: Why Traditional SQL & ElasticSearch Fail on Natural Language
- Module 2: Generating Vector Embeddings: Working with OpenAI, Cohere, and Open-Source Embedding Models
- Module 3: The Chunking Pipeline: Fixed-Window vs. Semantic Boundary Chunking in TypeScript
- Module 4: Storing and Querying Vectors: Connecting Pinecone, Qdrant, and Local In-Memory Vector Stores
- Module 5: Advanced Search Pipelines: Hybrid Keyword + Semantic Search, Query Rewriting & Re-Ranking
- Module 6: Production Deployment: Building a Clean React Frontend, API Latency Optimization & Caching
Course Delivery & Specifications
- Instructor: Matt Pocock (AIhero)
- Original Retail Value: $397
- Format: 1080p Full HD MP4 Video Lectures + Resource Attachments
- Included Assets: Slide Decks, PDF Workbooks, Notion/Figma Templates & Checklists
- Total Download Size: ~5.4 GB
- Delivery: Instant High-Speed Direct Cloud Access (Google Drive & Mega Mirrors)
- Compatibility: Mac, Windows, iOS, Android & Offline Media Players
Frequently Asked Questions
How quickly do I receive access after completing checkout?
Access is instantaneous. As soon as your order completes, direct cloud download mirrors (Google Drive & Mega) are generated on your order confirmation page and emailed directly to your inbox with zero waiting.
Are all bonus materials, templates, and exercise files included?
Yes. Every single template, exercise file, downloadable workbook, and bonus asset released with the original training is fully preserved and organized within your download folder.
What happens if a download link expires or gets updated?
All purchases include unlimited lifetime access and free link replacement guarantee. Simply log into your account dashboard or contact our 24/7 priority customer support for immediate link regeneration.
