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How to Learn AI from Scratch

  • The article provides a practical guide for software engineers to navigate and thrive in the AI landscape, covering topics on using AI effectively, building tools, vibe coding, model selection, application development, and more.
  • Tools like ChatGPT, Claude, Gemini, Grok, Gamma.app, Perplexity, and Rovo Chat are discussed for integrating AI into everyday tasks and specific projects.
  • The importance of vibe coding, prompt engineering, and utilizing specific tools like Task master and Memory bank is emphasized for enhancing productivity with AI.
  • The article delves into model selection with platforms like OpenRouter, Ollama, and gemini-balance, highlighting the importance of understanding trade-offs in performance, constraints, access, and costs.
  • Strategies for AI application development, including the concept of RAG (Retrieval-Augmented Generation), fine-tuning, and evaluation and observability tools like LangSmith and LangFuse, are discussed.
  • The conclusion encourages starting with real-life problems in AI development, emphasizing curiosity and momentum over credentials in the learning process.

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