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 long-context reasoning, multimodal systems, and advanced optimization with GPT-5.5, Claude Opus 4.7, and Gemma 4.

⏱️

Duration

4-5 weeks

📊

Difficulty

Advanced

✓

Checkpoints

4

⚡

Est. Hours

35h

Learning Outcomes

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

Topics to Master

•Long-context workflows and model routing

•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

GPT-5.5 Cookbook

Work with GPT-5.5 and GPT-5.5 Pro for long-context reasoning, coding, and agentic workflows.

IntermediateLevel 1

#openai#gpt-5.5#pro

Claude Opus 4.7 Cookbook

Use adaptive thinking, effort controls, and long-horizon coding patterns with Claude Opus 4.7.

IntermediateLevel 1

#anthropic#claude-opus-4.7#adaptive-thinking

Gemma 4 Cookbook

Build multimodal, multilingual, and hybrid-thinking applications with Gemma 4.

IntermediateLevel 2

#gemma#multimodal#open-source

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

View all 18 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