Intermediate 24 hours
AI Generative Design
Neural Networks for Topology Optimization
Use deep learning for structural optimization. Generate lightweight, high-performance designs automatically using AI-driven topology optimization.
AI FEA Generative Design Topology Optimization
₹9,999
Bundle 2+ for 20% off, 3+ for 33% off
3 Projects
Certificate
Live Q&A
Lifetime Access
About this Bootcamp
Generative design powered by AI is revolutionizing how engineers create structures.
This bootcamp covers:
- Neural network architectures for shape generation
- Training on FEA simulation datasets
- Conditional generation for design constraints
- Integration with CAD systems
- Manufacturability-aware optimization
Build an AI system that generates optimized bracket designs meeting stress constraints while minimizing weight.
What's Included
24h
Content
3
Projects
4
Modules
4
Weeks
Syllabus
1 Generative AI Fundamentals
6 hours
Generative AI Fundamentals
6 hours
GANs, VAEs, and diffusion models for engineering
- Generative Models Overview 40m
- VAEs for Shape Generation 50m
- GANs for Design 45m
- Hands-on: First Generative Model 60m
2 FEA Dataset Creation
5 hours
FEA Dataset Creation
5 hours
Generate training data from structural simulations
- Parameterized FEA Studies 40m
- Topology Representation 35m
- Project: Bracket Dataset 90m
3 Conditional Generation
6 hours
Conditional Generation
6 hours
Generate designs meeting specific constraints
- Conditional VAEs 50m
- Constraint Encoding 45m
- Project: Constrained Design Generator 120m
4 Manufacturing & Deployment
7 hours
Manufacturing & Deployment
7 hours
Make AI designs manufacturable
- Manufacturability Constraints 45m
- CAD Integration 40m
- Final Project: Design Automation Tool 150m
What Students Say
"The AI generates better designs than hours of manual iteration. Incredible productivity boost."
Vikram Singh
Design Engineer at a Leading Automotive OEM
What's Included
- 24 hours of content
- 3 hands-on projects
- Certificate of completion
- Live Q&A sessions
- Lifetime recording access
- Downloadable resources
- 3 months mentor support
Upcoming Batches
15 Apr Enrolling
23 seats left