Thursday, 24 April 2025

GenAI for Beginners

      Understanding AI: A Beginner’s Guide to Artificial Intelligence, Machine Learning, Deep Learning, and Generative AI
      Understanding AI vs GenAI: Exploring the Future of Artificial Intelligence and Content Creation
      Understanding Tokenization in Large Language Models (LLMs)
      Understanding Context Windows and Token Limits in Large Language Models
      Pros and Cons of Larger Context Windows in Large Language Models (LLMs)
      Understanding Token-Based Pricing in Language Models
      How LLM generate next token from given input tokens?
      How Randomness in Language Models Powers Creativity and Engaging Responses?
      How Sampling techniques help to control the randomness in LLMs?
      Foundation Models in GenAI
      Exploring the Diverse Categories of Foundation Models: From Text to Multimodal AI
      Key Characteristics of Foundation Models
      Understanding Potential Harms of Generative AI
      Introducing Prompts, Responses, and the Art of Prompt Engineering
      Setting up Simple Application to experiment with prompts
      Why LLMs Aren’t Fully Deterministic?
      How to write better prompts?
      Creating Advanced Prompts
      Limitations of Simple Prompting in LLMs: Why We Need More Sophisticated Approaches
      Exploring Zero-Shot Prompting in Large Language Models: Examples, Pros, and Cons
      Few-Shot Prompting: A Beginner's Guide with Examples, Pros, and Cons
      Chain-of-Thought Prompting Technique in LLMs
      Generated Knowledge prompting in LLMs
      From Good to Great: Enhancing LLM Responses with Self-Refinement
      Maieutic Prompting: Ensuring Accurate and Consistent AI Responses
      Understanding Stopping Tokens in Large Language Models: A Beginner's Guide with Examples
      Understanding Embedding Length in Large Language Models
      What Are Parameters in LLMs? A Beginner's Guide with Simple Examples
      What Are Hyperparameters and How Are They Different from Model Parameters?
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