Decoding Data Science
Live Masterclass • Sat, 16 Aug • 10:30–12:30 (Dubai Time)

Ship Your First Enterprise RAG App

From raw documents to a deployed, enterprise-ready RAG app — in just 2 hours. Hands-on, practical, and production-minded.

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Hours
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MA
Hosted by
Mohammad Arshad
Date
Saturday, 16 Aug 2025
Time
10:30 AM – 12:30 PM (Dubai Time)
Mode
Online (Live via Zoom)
Seats
100 builders only
Cost
Free

What you’ll build

  • Ingest and chunk raw documents for retrieval-ready context.
  • Create embeddings and index them in a vector database.
  • Retrieve top-k context with guards to reduce hallucinations.
  • Wire the pipeline into an LLM-powered chat interface.
  • Deploy the app publicly — ready to share with stakeholders.

Who is this for?

Builders, developers, analysts, and AI enthusiasts who want hands-on, production-minded RAG skills.

Prerequisites

  • Basic Python familiarity (functions, virtual environments).
  • GitHub account recommended.
  • Laptop with stable internet; be ready to code along.

Important

Live-only experience — no replay will be provided.

Agenda (2 hours)

10:30
Kickoff & goals
Session flow, deliverables, and success criteria.
10:40
Data ingestion & chunking
Load documents; design chunking for retrieval.
11:00
Embeddings & indexing
Generate embeddings and index to a vector DB.
11:25
Context retrieval
Top-k retrieval, filtering, and basic guardrails.
11:50
LLM interface
Connect the pipeline to a chat UI.
12:10
Deploy & share
Push a public build; Q&A and next steps.

Register now

Seats are limited to ensure a high-touch experience. Secure yours and be ready to code along.

Secure my seat
Beginner–intermediate friendly
Hands-on walkthrough
Production-minded

About the masterclass

Join a focused, live build where we take raw documents and ship a working Retrieval‑Augmented Generation application in two hours. We cover ingestion, embeddings, indexing, retrieval, and LLM integration — with an eye toward enterprise use.

This session is part of the AI Residency Masterclass Series. Learn more at decodingdatascience.com/airesidency.

Key notes

  • Live-only. No replay will be available.
  • Seats limited to 100 builders.
  • Best experience on a laptop; have Python set up.
Register Free