Build Real-World AI Solutions with RAG and Maps
Nazmus Shams Sazib
Lead AI Scientist | Ex-NASA Researcher
Turn Documents and Location Data into Actionable AI Insights
AI can do much more than answer general questions. But how do you connect it to your own documents, real-world data, and locations?
In this hands-on workshop, you'll learn how to use RAG, embeddings, Gemini, and interactive maps to turn complex information into useful insights.
Through practical examples, you'll discover how these techniques can help solve challenges in business, research, real estate, environmental science, and beyond.
Go beyond AI prompts and learn how to make AI work with real data.
What you’ll learn
Use RAG, embeddings, Gemini, and interactive maps to turn documents and location data into practical AI-powered insights.
- Use Python and Gemini to search PDFs and reports. - Apply embeddings and vector search to retrieve relevant information and generate sou
- Extract geographic information from documents using AI. - Use geocoding and Folium to visualize results on interactive maps.
- Combine document retrieval, AI-generated insights, and geospatial visualization. - Apply the workflow to examples from business, real est
Workshop agenda
Generative AI and RAG in the Real World
Explore how LLMs and RAG work with real documents and data, using practical industry examples.
Embeddings, Vector Search, and Document Retrieval
Load PDFs in Google Colab, generate embeddings, and retrieve relevant information using semantic search.
Hands-On RAG with Gemini
Connect document retrieval to Gemini and generate answers with supporting sources.
AI Meets Maps: Location Intelligence
Extract locations, use geocoding, and visualize results on interactive maps with Folium.
Applied AI Across Industries
Combine RAG and mapping in examples from business, real estate, environmental science, and research.
Q&A and Next Steps
Review what you've learned, explore ways to adapt the workflow to your own projects, and discuss next steps for using AI professionally.
Learn directly from Nazmus
Nazmus Shams Sazib
Lead AI Data Scientist | Former NASA Researcher | PhD in Engineering
Who this workshop is for
GIS, remote sensing, and mapping professionals looking to apply RAG, Generative AI, and interactive maps to real-world projects.
Professionals in real estate, urban planning, agriculture, and other industries exploring AI-powered insights and location intelligence.
What's included
Lifetime access
Go back to course content and recordings whenever you need to.
Community of peers
Stay accountable and share insights with like-minded professionals.
Certificate of completion
Share your new skills with your employer or on LinkedIn.
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