Spring Ai

🌱 Spring AI Course – Resources & Reference Links

Welcome to the official GitHub repository for the Spring AI Course. This course helps you build intelligent applications using the Spring AI framework and integrate powerful LLMs like OpenAI into your Spring Boot apps.

Below are some carefully curated reference links and tools used throughout the course. Bookmark this information for quick access during development and exploration.

---

📘 Official Documentation

• Spring AI Official Documentation
  The core reference for understanding Spring AI modules, configuration, and supported AI providers.

• OpenAI Platform Docs
  Learn how to use OpenAI's APIs including ChatGPT, GPT-4, embeddings, and more.

---

🤖 AI Providers & Runtimes

• Ollama
  Run open-source large language models (LLMs) locally on your machine with simple commands.

• AWS Bedrock
  Access foundation models from various providers via a fully managed AWS service.

• Docker Desktop
  Essential for running local AI model runtimes and Docker Compose setups used in the course.

• Docker Model Runner
  Use Docker’s official tool for running and managing AI models locally.

---

📚 Foundational Papers & Tools

• Attention Is All You Need (Transformer Paper)
  The seminal research paper that introduced the Transformer architecture behind modern LLMs.

• OpenAI Tokenizer Tool
  Visualize how OpenAI tokenizes input prompts and estimate token usage.

---

📦 Vector Store & MCP

• Qdrant Vector Database
  An open-source vector store used in Retrieval-Augmented Generation (RAG) demos with Spring AI.

• Model Context Protocol (MCP)
  A protocol for connecting AI clients and servers in a decoupled and extensible way.

---

📊 Observability & Monitoring Tools

• Prometheus
  Monitoring and alerting toolkit for collecting Spring Boot and AI app metrics.

• Micrometer
  Java metrics collection library used with Spring Boot to expose observability data.

• OpenTelemetry
  Industry-standard framework for distributed tracing and telemetry data.

• Grafana
  Visualization tool for creating dashboards from Prometheus and other data sources.

• Jaeger Tracing
  Distributed tracing platform used to trace and monitor AI request flows.

---

📎 Stay Connected

---

📬 For questions or issues, raise a GitHub issue or connect with the course instructor

Happy Learning! 🚀