QuantaVision: From Pixels to Possibilities
AI Image & Video Generation: From Theory to Practice
Course Overview
Master AI visual generation from theory to practice with our comprehensive program. Learn the architecture behind GANs, VAEs, and Diffusion models, then apply this knowledge using both closed-source platforms (DALL-E, Midjourney) and open-source tools (ComfyUI focus) to build professional creative workflows and commercial applications.
30 max
Students
4.9/5
Rating
Visual AI
Focus
ComfyUI
Mastery
Month 1: Foundations & ComfyUI Mastery
Weeks 1-4 • Building Creative AI Foundations
AI Visual Generation Theory & Architecture
Learning Goal: Understand the theoretical foundations of AI image generation
Topics Covered:
- Evolution of AI in visual content creation
- Understanding neural networks: GANs, VAEs, Diffusion models
- Key breakthroughs and major technological milestones
- Architecture deep dive: How AI actually generates images
Deliverable: AI visual generation timeline analysis and architecture report
Resources: 8 modules
Lab: Hands-on exploration of different AI model architectures
ComfyUI Deep Dive & Node Mastery
Learning Goal: Master ComfyUI setup and node-based workflow system
Topics Covered:
- ComfyUI vs other interfaces (A1111, InvokeAI) - why ComfyUI wins
- Installation: Standalone, Portable, Docker methods
- Node-based workflow philosophy and advantages
- Essential nodes: CheckpointLoader, CLIPTextEncode, KSampler
Deliverable: ComfyUI environment setup + 5 basic workflows
Resources: 10 modules
Lab: ComfyUI installation and essential node workshop
Platform Comparison: Closed vs Open Source
Learning Goal: Master both commercial platforms and open-source solutions
Topics Covered:
- Closed Source: DALL-E 2/3, Midjourney, Adobe Firefly
- Open Source: Stable Diffusion ecosystem, ComfyUI workflows
- API integration and commercial usage patterns
- Cost-benefit analysis and use case selection
Deliverable: Portfolio Builder: 20 diverse AI images using different platforms
Resources: 9 modules
Lab: Multi-platform comparison portfolio
Advanced Prompt Engineering & Style Control
Learning Goal: Master prompt engineering and achieve consistent artistic styles
Topics Covered:
- Prompt engineering mastery across platforms
- CLIP conditioning and prompt weighting strategies
- Style transfer and artistic consistency techniques
- Advanced sampling methods and parameter optimization
Deliverable: Advanced prompting toolkit + consistent style series
Resources: 8 modules
Lab: Brand Identity: Complete visual identity using AI tools
Month 2: Advanced Image & Video Generation
Weeks 5-8 • Mastering Professional Techniques
Advanced Image Techniques & Custom Training
Learning Goal: Master advanced control techniques and model customization
Topics Covered:
- ControlNet, LoRA, and custom model training workflows
- Inpainting, outpainting, and advanced image editing
- Batch processing and automation techniques
- Fine-tuning models for specific artistic styles
Deliverable: Custom model training + advanced editing workflow library
Resources: 11 modules
Lab: ControlNet mastery + LoRA training workshop
Video Generation Technologies - Closed Source
Learning Goal: Master commercial video AI platforms and workflows
Topics Covered:
- Runway ML: text-to-video and video editing capabilities
- Pika Labs: advanced motion and camera controls
- Synthesia: AI avatar and presentation generation
- API integration for automated video workflows
Deliverable: Commercial video platform mastery portfolio
Resources: 8 modules
Lab: Professional video series using commercial tools
Video Generation Technologies - Open Source
Learning Goal: Master open-source video generation and animation
Topics Covered:
- AnimateDiff, Zeroscope, ModelScope integration
- Video-to-video translation and style transfer
- Temporal consistency challenges and solutions
- Frame interpolation and motion coherence techniques
Deliverable: Open-source video generation toolkit
Resources: 9 modules
Lab: Short Film: 2-minute AI-generated video with narrative
Professional Video Workflows & Quality Control
Learning Goal: Build production-ready video generation pipelines
Topics Covered:
- Video production pipeline design and optimization
- Quality control and consistency across projects
- Combining AI video with traditional editing tools
- Client delivery standards and technical requirements
Deliverable: Complete video production pipeline + quality standards
Resources: 7 modules
Lab: Professional client-ready video workflow system
Month 3: Production & Professional Integration
Weeks 9-12 • Building Professional Visual AI Studios
Professional Workflows & Production Pipeline
Learning Goal: Design enterprise-grade production systems
Topics Covered:
- Production pipeline design and quality control
- Maintaining consistency across large-scale projects
- Combining AI tools with traditional creative workflows
- Team collaboration and project management strategies
Deliverable: Enterprise production pipeline design
Resources: 8 modules
Lab: Custom Model: Train specialized model for specific use case
Ethics, Copyright & Commercial Applications
Learning Goal: Navigate legal and ethical considerations for commercial use
Topics Covered:
- Ethical guidelines for AI-generated content
- Copyright issues and intellectual property considerations
- Commercial licensing and usage rights
- Building sustainable AI-powered creative businesses
Deliverable: Commercial AI ethics and legal compliance framework
Resources: 6 modules
Lab: Legal and ethical case study analysis
Advanced Applications & Emerging Technologies
Learning Goal: Explore cutting-edge techniques and future trends
Topics Covered:
- 3D generation, NeRFs, and spatial AI technologies
- Real-time generation techniques and live workflows
- Integration with AR/VR and immersive media
- Emerging research directions and future market opportunities
Deliverable: Future technology integration roadmap
Resources: 9 modules
Lab: Advanced technology proof-of-concept
Capstone Project & Portfolio Presentation
Learning Goal: Complete professional portfolio and business presentation
Topics Covered:
- Final capstone project: Complete commercial-grade deliverable
- Professional portfolio organization and presentation
- Business plan development for AI creative services
- Industry networking and career development strategies
Deliverable: Complete Commercial Project with professional deliverables
Resources: 5 modules
Lab: Final portfolio showcase and business pitch
Specialized Project Tracks
Workflow Mastery
Build 10 different base workflows from scratch
Technical FoundationStyle Consistency
Create 50 images in consistent style using custom workflows
Creative PortfolioAnimation Project
Produce animated sequence using AnimateDiff
Video ProductionCustom Training
Train and implement custom LoRA for specific use case
Technical AdvancedProduction Pipeline
Build complete client-delivery workflow system
Professional ApplicationTechnology Stack & Custom Nodes
Core Platform:
ComfyUI, Custom Nodes, Workflow Management
Models & Training:
SDXL, SD1.5, LoRA, ControlNet, AnimateDiff
Enhancement:
Real-ESRGAN, VAEs, Upscaling Models
Integration:
Photoshop, Video Editors, API, Cloud Platforms
Essential Custom Nodes Covered:
Assessment & Certification
Weekly Practical Assignments
Hands-on projects and technical implementations
Midterm Technical Project
Platform comparison + Style consistency portfolio
Final Capstone Project
Complete commercial project with deliverables
Peer Reviews & Community
Collaboration and knowledge sharing activities
Multiple Certification Tracks Available:
Creator Track
Focus on artistic and commercial applications
Technical Track
Emphasis on model training and development
Business Track
Commercial implementation and strategy
Career Outcomes & Applications
Target Roles
- AI Visual Artist$60k-$120k
- Creative AI Specialist$70k-$140k
- Video Production AI Lead$80k-$160k
Applications
- Marketing & advertising visuals
- Entertainment & media production
- E-commerce & product visualization
*Price excluding GST
Final Price: ₹29,500 (incl. 18% GST)
What's Included:
- Theory: GANs, VAEs, Diffusion models architecture
- Both closed-source (DALL-E, Midjourney) & open-source tools
- ComfyUI mastery with professional workflows
- 5 Portfolio Projects + 1 Commercial client project
- Video generation: AnimateDiff, Runway ML, Pika Labs
- Multiple certification tracks (Creator/Technical/Business)
Assessment Structure:
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