Roadmap Resources Career Paths Documentation

Learning Path

Overview Level 0Environment & Foundations Level 1LLM Fundamentals & APIs Level 2Building Simple GenAI Applications Level 3RAG Systems & Intelligent Agents Level 4Production Systems & Deployment Level 5Advanced GenAI Techniques Level 6Choose Your Specialization Path

Resources

Resources Career Paths Documentation

Your Progress

Level 2 in progress

Home RoadmapLevel 5

5

Advanced GenAI Techniques

Master fine-tuning, multimodal systems, and advanced optimization.

⏱️

Duration

4-5 weeks

📊

Difficulty

Advanced

✓

Checkpoints

4

⚡

Est. Hours

35h

Learning Outcomes

Fine-tune models for specialized tasks
Work with multimodal AI systems
Optimize model performance for your use case
Build and benchmark specialized systems
Understand model safety and alignment

Topics to Master

•Fine-tuning LLMs on custom data

•Instruction tuning and LoRA

•Multimodal models (vision, audio)

•Advanced prompting techniques

•Retrieval optimization and reranking

•Alignment and safety fine-tuning

•Building domain-specific models

•Performance benchmarking

•Cost-benefit analysis of approaches

Featured Projects

Fine-Tuned LLM Deployment

Fine-tune an LLM on domain-specific data and deploy for inference.

AdvancedLevel 5

#fine-tuning#lora#custom-models

Multimodal Vision Application

Build an app using vision models (GPT-4V, Claude Vision) for image understanding.

AdvancedLevel 5

#vision#multimodal#gpt-4v

Advanced Multimodal Agent

Create a sophisticated agent that combines vision, text, and action capabilities.

AdvancedLevel 5

#agent#multimodal#advanced

AI-Powered Code Editor

Full-stack application with AI code completion and intelligent suggestions.

AdvancedLevel 2

#app-dev#frontend#full-stack

Mobile AI Assistant

Create a mobile app (iOS/Android) powered by GenAI with offline capabilities.

AdvancedLevel 3

#app-dev#mobile#offline

Production SaaS Product

Build and deploy a complete SaaS application with AI features, billing, and analytics.

AdvancedLevel 4

#app-dev#saas#production

View all 15 projects

Checkpoints & Milestones

This level includes 4 structured checkpoints with hands-on tasks, validation criteria, and portfolio pieces. Complete these to solidify your understanding.

View Checkpoints →

Level 4: Production Systems & Deployment

Level 6: Choose Your Specialization Path