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Intermediate ChatGPT

Learn the architecture behind GPT models and master advanced prompt crafting to unlock ChatGPT's full potential.

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1 hour9 videos26 exercises
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Course Description

Intermediate ChatGPT

As AI rapidly reshapes industries, mastering ChatGPT is essential for staying competitive and elevating your professional skills. This course is designed for individuals who are familiar with basic ChatGPT functionalities and wish to deepen their understanding and application of advanced techniques.

Mastering GPT Model Architecture

Explore the evolution of large language models, understanding transformers, tokenization, and self-attention mechanisms. Learn about advancements from GPT-1 to GPT-4 and how these models are trained with pre-training, fine-tuning, and reinforcement learning from human feedback (RLHF).

Advanced Prompt Crafting Techniques

Enhance your prompt crafting skills with advanced techniques. Practice negotiation scenarios using XML tags and improve your negotiation skills for seeking a raise. Learn to generate startup ideas with few-shot prompting and thinking tags, effectively communicating complex concepts and developing business strategies.

Achieve Advanced Proficiency

Unlock ChatGPT's full potential by setting up custom instructions, creating personalized assistants, and deploying Custom GPTs. Explore future advancements and ethical considerations in AI development. By course end, you'll have a deep understanding of ChatGPT’s architecture, advanced prompt crafting skills, and the ability to create and optimize Custom GPTs for various applications, enhancing your professional capabilities.
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In the following Tracks

ChatGPT Fundamentals

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  1. 1

    Understanding GPT Model Architecture

    Free

    Explore the fundamentals of ChatGPT’s architecture, focusing on transformers, tokenization, and self-attention mechanisms. Learners will understand the evolution from GPT-1 to GPT-4, covering core components and training methods like pre-training, fine-tuning, and reinforcement learning from human feedback (RLHF), highlighting the advancements that revolutionized Natural Language Processing (NLP).

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    Introduction
    50 xp
    Advancements of transformer architecture
    50 xp
    Features of RNNs versus transformers
    100 xp
    Tokenization and Transformers
    50 xp
    The role of decoders
    50 xp
    Encoding versus Decoding
    100 xp
    GPT models and training LLMs
    50 xp
    Components of the GPT Model
    100 xp
    Exploring fine-tuning
    50 xp
  2. 2

    Advanced prompt crafting

    Elevate your prompt crafting skills, focusing on advanced techniques for precision and creativity. Learners will practice negotiation scenarios using XML tags for clarity, enhancing their negotiation skills for seeking a raise. They will also explore methods for generating startup ideas with few-shot prompting and thinking tags. By the end, learners will craft high-quality, effective prompts for diverse applications.

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  3. 3

    Advanced Functions of ChatGPT

    Explore the advanced functions of ChatGPT, starting with custom instructions to personalize interactions. Learners will explore the enhanced flexibility of building and deploying Custom GPTs for tailored solutions across various use cases. Finally, the chapter examines the future trajectory of ChatGPT, including potential advancements and ethical considerations in AI development as we progress towards artificial general intelligence (AGI).

    Play Chapter Now
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GroupTraining 2 or more people?

Get your team access to the full DataCamp library, with centralized reporting, assignments, projects and more

In the following Tracks

ChatGPT Fundamentals

Go To Track

collaborators

Collaborator's avatar
Joe Franklin
Collaborator's avatar
Jordan Beecher

prerequisites

Understanding Prompt EngineeringIntroduction to ChatGPT
Alex Banks HeadshotAlex Banks

Founder and Educator

Alex Banks has been building and scaling AI products since 2021. He writes The Signal, a newsletter that cuts through the AI noise and provides the signal every week. His expertise extends to social media platforms on X/Twitter and LinkedIn, where he educates a diverse audience on leveraging AI to enhance productivity and transform daily life.
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