After doing these courses, I feel confident creating professional visualizations and dashboards
Shoebur RahmanProcurement Specialist, Giz Bangladesh
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.Feels like what you want to learn?
Start Course for FreeWhat you'll learn
- Assess typical limitations and hallucination risks of ChatGPT and select mitigation tactics for reliable outputs
- Differentiate the three primary training phases of ChatGPT—pre-training, fine-tuning, and reinforcement learning from human feedback
- Evaluate when to apply custom instructions versus custom GPTs to optimize user-specific interactions
- Explain the foundational principles of GPT language modeling
- Identify the fundamental components of the GPT transformer architecture, including tokens, embeddings, and self-attention
Prerequisites
Curriculum
Course outline
1
Understanding GPT Model Architecture
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).
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.
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).
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Intermediate ChatGPT
Course
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