• Demystifying AI

  • De: HP
  • Podcast

  • Resumen

  • Is AI really as intelligent as we think? Is the term AI overly misused?

    We will explore what Artificial Intelligence really means from first principles. And discuss related topics such as capabilities and limitations, technical challenges, hardware implications, and the future of AI.

    © 2024 Demystifying AI
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Episodios
  • Please don't use the term AI
    Jul 13 2024

    Is AI really as intelligent as we think? Is the term AI overly misused?

    In this podcast, we expose the AI hype, debunk common myths, and reveal the real potential of this groundbreaking technology. From marketing tricks to ethical concerns.

    Topics include:
    - AI winters and why history might repeat itself
    - The truth behind impressive AI demos
    - How AI is transforming business (and where it falls short)
    - The future of search engines and customer service
    - AI's impact on consulting, real estate, and more!
    Don't fall for the AI hype – get the facts you need to understand this game-changing technology.

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    11 m
  • Language Models: Constrained Text Generation, Optimizing Outputs, and AI Hardware Explained
    Jul 13 2024

    🔍 Key Topics Covered:

    1. Constrained Text Generation: Learn how to guide language models to produce text adhering to specific rules using techniques like constrained beam search and sampling methods (top_k, temperature, repetition penalties). Perfect for applications like poetry and structured content.
    2. Tooling and Techniques: Discover how to fine-tune language models for optimal text generation using parameters like top_k and temperature, and techniques like few-shot learning.
    3. Challenges and Improvements: Understand the limitations of default samplers and the role of Reinforcement Learning from Human Feedback (RLHF) in enhancing model performance.
    4. Hardware Requirements: Explore the computational resources needed to run large AI models, from high-end MacBooks to cost-effective Ubuntu desktops with NVIDIA GPUs.
    5. Capabilities and Limitations of ChatGPT: Dive into the strengths and weaknesses of models like ChatGPT, including their tendency towards hallucinations and the debate on their capacity for genuine novelty.
    6. Future of AI and Hardware: Discuss the potential of 3D chip technology, the integration of CPU, GPU, and RAM systems, and the future direction of AI hardware.

    📚 Further Reading: We also provide academic references and resources for those interested in diving deeper, including research on palindrome generation and constrained sequence generation.

    🎯 Practical Insights: Gain practical insights into balancing work and personal life, optimizing job performance, and improving workplace dynamics.

    💬 Join the Conversation: If you found this video helpful, please like, share, and subscribe for more content on AI and technology. Leave a comment below with your thoughts or any additional tips you have for handling AI models and managing hardware requirements.

    🚀 Stay Tuned for More: We regularly post videos exploring various aspects of AI, from technical deep dives to practical applications. Stay tuned and join us on this exciting journey into the future of artificial intelligence

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    7 m

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