Skill-Lync
AI Generative Design
Intermediate 4 weeks 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

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

Generate training data from structural simulations

  • Parameterized FEA Studies 40m
  • Topology Representation 35m
  • Project: Bracket Dataset 90m
3

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

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

₹9,999
Bundle for up to 33% off