AI for Java Developers: Full Course / Workshop on Getting Started with Spring AI
Dan Vega
0:00 / 0:00
AI for Java Developers: Full Course / Workshop on Getting Started with Spring AI
154 610 просмотров · 1 год назад
Dan Vega
93,2 тыс. подписчиков
154 610 просмотров · 1 год назад
*Every Java Developer is now an AI Developer. Transform your Java skills for the AI era with this comprehensive 5.5-hour Spring AI masterclass!*
Are you a Java developer ready to harness the power of AI in your applications? This complete course takes you from AI fundamentals to building production-ready intelligent applications using Spring AI 1.0.
🎥 Video Timestamps
Introduction & Setup
*00:00* - Course Introduction & What We'll Build
*08:45* - Getting Started: API Keys & Project Setup
*18:30* - Your First AI Application with Spring AI
AI Fundamentals
*28:15* - What is AI? Machine Learning & Deep Learning Explained
*35:20* - Large Language Models & Transformers
*42:10* - Prompt Engineering Fundamentals
*52:30* - Why Java & AI? Spring AI Overview
Spring AI Core Features
*1:02:45* - Chat Clients & Streaming Responses
*1:15:20* - Prompts & System Messages
*1:28:40* - Structured Output with Type Safety
*1:42:15* - Multimodal AI: Images & Audio Processing
*1:58:30* - Chat Memory & Conversation State
Overcoming LLM Limitations
*2:12:20* - Understanding LLM Limitations
*2:18:45* - Prompt Guarding & Security
*2:25:10* - Prompt Stuffing & Context Enhancement
*2:32:30* - Retrieval Augmented Generation (RAG)
*2:52:15* - Tools & Function Calling
*3:15:40* - Model Context Protocol (MCP) Servers
Open Source Models
*3:45:20* - Open Source vs Proprietary Models
*3:52:30* - Running Local Models with Ollama
*4:02:15* - Docker Model Runner & LM Studio
*4:10:45* - Using Local Models in Spring AI
Production & Monitoring
*4:18:30* - Observability with Prometheus & Grafana
*4:32:20* - Metrics That Matter for AI Applications
*4:41:15* - Testing AI Applications & Model Evaluations
*4:56:30* - Deterministic vs Non-Deterministic Testing
Conclusion & Next Steps
*5:08:45* - Key Takeaways & Best Practices
*5:15:20* - Resources & Community
*5:22:30* - Building Your AI Portfolio
*5:30:15* - What's Next & Course Wrap-up
🎯 *What You'll Master:*
*Foundation & Theory*
AI fundamentals: Machine Learning, Deep Learning, and LLM architecture
Prompt engineering mastery - the most critical skill for AI developers
Model selection strategies and cost optimization with tokens
*Spring AI Implementation*
Chat clients with streaming responses and memory management
Structured outputs and multimodal processing (images, audio)
Multiple AI model integration in single applications
Prompt templates and advanced configuration
*Overcoming LLM Limitations*
Retrieval Augmented Generation (RAG) for enhanced accuracy
Custom tool development and function calling
Model Context Protocol (MCP) for reusable integrations
Prompt guarding and security best practices
*Production Excellence*
Open-source vs proprietary model comparison
Running local models with Ollama and Docker
Observability with Prometheus and Grafana
Testing strategies for non-deterministic AI systems
🛠 *Hands-On Workshop:*
Build intelligent chatbots with conversation memory
Create document analysis systems using RAG
Develop custom AI tools and MCP servers
Implement multimodal applications processing text, images, and audio
💡 *Perfect For:*
Java developers entering the AI space
Spring Framework users wanting AI capabilities
Developers building chatbots and intelligent features
Anyone seeking practical AI implementation without ML theory
📋 *Prerequisites:*
Basic Java knowledge
Familiarity with Spring Framework
No machine learning background required!
*🚀 Ready to become an AI-powered Java developer?* This course provides everything you need to build intelligent applications that users love and businesses need.
*📚 Resources:*
Complete source code on GitHub
*🔥 Transform your development career - Start building AI applications today!*
👋🏻Connect with me:
Website: https://www.danvega.dev
Twitter: / therealdanvega
Github: https://github.com/danvega
LinkedIn: / danvega
Newsletter: https://www.danvega.dev/newsletter
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