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Generative AI and Large Language Models

Generative AI: transformer architecture, tokenization, embedding, LLMs, diffusion models, RAG, fine-tuning, RLHF, and AI ethics. From internal workings to production usage.

This series collects 8 articles (approximately 126 minutes of total reading time), designed for a level Advanced. The main topics covered are Generative AI, LLM, transformer, GPT.

8Articles126 minTotal reading timeAdvancedLevel
Generative AILLMtransformerGPTdiffusionRAG

Series Articles

  1. 1

    01 - Introduction to Generative AI: From GANs to Large Language Models

    Introduction: What is Generative AI Generative Artificial Intelligence represents one of the most significant technological revolutions of recent years. Unlike...

  2. 2

    02 - How Large Language Models Work: Tokenization, Embeddings, and Generation

    Introduction: Demystifying Large Language Models Large Language Models seem magical: you write a question and get a coherent, well-structured, often insightful answer...

  3. 3

    03 - Advanced Prompt Engineering: Techniques to Get the Most from LLMs

    Introduction: The Art of Communicating with LLMs Prompt Engineering is the discipline that studies how to formulate effective requests to Large Language Models...

  4. 4

    04 - Fine-Tuning LLMs: LoRA, QLoRA, and PEFT for Model Personalization

    04 - Fine-Tuning LLMs: LoRA, QLoRA, and PEFT for Model Personalization: Introduction: When Prompt Engineering Is Not Enough Prompt engineering is powerful but has...

  5. 5

    05 - LLM APIs in Production: OpenAI, Anthropic, and Open Source Models

    Introduzione: Dall'Esperimento alla Produzione Usare un LLM nel playground e semplice. Portarlo in produzione e una sfida ingegneristica completamente diversa.

  6. 6

    06 - Image Generation: Stable Diffusion, DALL-E, and Midjourney Under the Hood

    Introduzione: Creare Immagini dal Nulla La generazione di immagini e uno dei risultati più spettacolari dell'IA generativa.

  7. 7

    07 - Generative AI for Software Development: Code Generation and AI Assistants

    Introduction: AI as Your Development Partner AI assistants for software development have transformed how we write code. Tools like GitHub Copilot, Claude Code...

  8. 8

    08 - Ethics and Safety of Generative AI: Bias, Hallucinations, and Guardrails

    Introduction: The Responsibility of Building with AI Generative AI offers extraordinary capabilities, but it carries concrete risks that every developer and builder...

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