Deep dive into LLM

By: webrunner1981
  • Summary

  • Explore the evolving landscape of Large Language Models (LLMs) and their role in transforming the fields of programming, AI, and everyday tasks. This episode delves into practical applications, from automating mundane workflows to creating custom APIs and tools, making LLMs a versatile resource. We'll cover core concepts in prompt engineering, effective LLM deployment, and integrating models with APIs for seamless functionality. Tune in to discover how to harness LLMs for both personal and professional growth, and get insights into tools and frameworks that support development with these power
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Episodes
  • Deep dive into LLM - The Evolution of AI
    Nov 16 2024

    This episode explores the rapid evolution of Large Language Models (LLMs) and the new horizons they open up in application development and automation. We delve into the unique challenges and decisions involved in designing AI-driven applications, including the balancing act between automated processes and human intervention. Gain insights into advanced LLM techniques such as prompt chaining, dynamic error handling, and using tools like LangFuse for monitoring. This episode provides a roadmap for developers and enthusiasts aiming to understand the deeper implications of AI in production environments, highlighting the skills necessary for navigating the future of AI-enhanced solutions.

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    18 mins
  • Deep dive into LLM - Programming
    Nov 16 2024

    This episode focuses on foundational programming skills crucial for working effectively with AI and Large Language Models (LLMs). We cover essential tools, languages, and frameworks that support AI development, emphasizing the integration of code with LLMs to create robust, scalable applications. From managing dependencies to setting up virtual environments and working with APIs, this episode provides a practical guide to building and maintaining a programming environment optimized for AI workflows. Perfect for both beginners and experienced developers, tune in to enhance your technical toolkit for the AI-driven world.


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    35 mins
  • Deep dive into LLM - API
    Nov 16 2024

    In this episode, we dive into how APIs unlock the full potential of Large Language Models (LLMs) by enabling customized interactions, multi-step workflows, and seamless integration with other tools and databases. Learn how to optimize LLMs for enhanced functionality, including setting parameters like temperature, top-p, and JSON Mode to control outputs precisely. We'll explore best practices for using SDKs, creating structured responses, and connecting with both commercial and open-source LLMs to build robust applications. This episode is essential for developers aiming to integrate LLMs into dynamic, real-world applications effectively.


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    20 mins

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