About the course
🚀 AI & Databricks Mastery: End-to-End GenAI Application Development Program
This combo program is designed for data engineers, data scientists, and AI practitioners who want to build real-world, production-grade AI applications using Databricks, Delta Lake, and Large Language Models (LLMs). The program takes you from core AI application development concepts to a full-scale industry use case, where you design and implement an intelligent procurement automation system using GenAI.
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What This Program Covers You will start by learning
How to build AI applications on Databricks, understanding how data pipelines, model training, and inference workflows work together. You will then apply these concepts to an
end-to-end enterprise project that solves a real business problem using
LLMs, embeddings, vector search, and Delta Lake.
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Core Learning Outcomes By the end of this program, you will be able to:
- Build scalable AI applications using Databricks and Large Language Models
- Process, transform, and manage data efficiently using Delta Lake
- Apply LLMs and embeddings for natural language understanding and document intelligence
- Design end-to-end AI pipelines from raw data ingestion to intelligent decision-making
- Implement real-world GenAI architectures used by modern enterprises
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Hands-On Industry Project:
Procurement Data Automation You will work on a real-world procurement automation problem, where organizations receive Purchase Orders (POs), Goods Receipts (GRs), and Invoices as unstructured PDF documents from multiple vendors. ❌ Business Challenges Addressed:
- Manual processing of PDFs
- Invoice, PO, and GR mismatches
- High reconciliation errors
- Delayed payments and operational inefficiencies
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AI-Driven Solution You Will Build: Using
Databricks,
LLMs,
embeddings,
vector search,
Delta Lake, and
Unity Catalog, you will design and implement an automated system that:
- Extracts structured data from unstructured procurement documents
- Validates and reconciles PO, GR, and Invoice data intelligently
- Detects mismatches using semantic understanding
- Stores curated, auditable data using Delta Lake
- Scales securely with Unity Catalog governance
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Technologies You’ll Work With
- Databricks (Lakehouse Architecture)
- Delta Lake
- Large Language Models (LLMs)
- Embeddings & Vector Search
- GenAI-powered document processing
- Unity Catalog (governance & security)
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Who This Program Is For
- Data Engineers looking to move into GenAI & LLM-based systems
- AI/ML Engineers building enterprise-grade AI solutions
- Professionals preparing for Databricks + GenAI roles
- Anyone who wants real project experience beyond theory
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Why This Combo Program? ✔ Real-world GenAI use case
✔ End-to-end architecture, not isolated demos
✔ Strong focus on Databricks + enterprise AI
✔ Portfolio-ready project for interviews
Check out the full table of contents of each course below
1- Databricks End - End Project with Delta Lake and Gen AI: Click here
2-
Build an AI Application using Databricks and LLM:Click Here