In-context Learning Courses and Certifications

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ChatGPT Prompt Engineering with In-Context Learning Using OpenAI API

Master prompt engineering techniques for ChatGPT with hands-on practice using In-Context Learning and OpenAI API integration in Python through a practical COLAB environment.

• YouTube
• 12 minutes
• On-Demand
• Free Video

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ChatGPT Prompt Engineering with In-Context Learning - 7 Examples

Master prompt engineering techniques through 7 practical examples, from zero-shot prompting to reverse Turing tests, while exploring innovation theory and strategic AI applications.

• YouTube
• 13 minutes
• On-Demand
• Free Video

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Optimizing LLM Action Planning Space with In-Context Learning

Discover how In-Context Learning (ICL) can optimize action planning for LLMs, enhancing AI systems' ability to determine effective action sequences for reaching objectives in virtual and real environments.

• YouTube
• 15 minutes
• On-Demand
• Free Video

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The 6Dim Key: Unlock In-Context Learning - How AI Systems Learn from Few-Shot Examples

Discover how in-context learning works in AI systems, quantum computing, and biological compounds through the 6-dimensional key framework.

• YouTube
• 31 minutes
• On-Demand
• Free Video

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AI Agents Invent Algorithm to Survive - Multi-Agent Cooperation Through In-Context Learning

Discover how AI agents develop cooperative survival algorithms through reinforcement learning and in-context learning in multi-agent environments.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Simons Institute

Pretraining Task Diversity and the Emergence of Non-Bayesian In-Context Learning for Regression

Explores how task diversity in pretraining affects transformers' in-context learning abilities for regression, revealing a threshold beyond which models can solve novel tasks and outperform Bayesian estimators.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

USC Information Sciences Institute

Informative Example Selection for In-Context Learning

Explore efficient approaches for selecting informative examples in In-Context Learning, enhancing large language model performance without additional training.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Adaptive In-Context Learning with Large Language Models for Bundle Generation - Recommendation Systems

Explore adaptive in-context learning techniques for bundle generation using large language models in recommendation systems.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Simons Institute

Toward Understanding In-Context Learning

Dive into the mechanisms of in-context learning in large language models, exploring theoretical explanations and simplified data distributions with Stanford's Tengyu Ma.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Simons Institute

In-Context Principle Learning from Mistakes

Explore Uri Alon's insights on in-context principle learning from mistakes, focusing on emerging generalization settings in AI and machine learning.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

In-Context Learning: How to Stop Worrying and Love Applied Information Retrieval - Lecture 1

Explore in-context learning in LLMs and its impact on applied information retrieval, focusing on practical applications and overcoming challenges.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Simons Institute

Learning Theory of Transformers: Generalization and Optimization of In-Context Learning

Delve into theoretical insights on Transformer models' in-context learning capabilities, focusing on statistical efficiency, approximation abilities, and optimization guarantees in machine learning.

• YouTube
• 46 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Emergence of In-Context Learning in Small Transformer Models

Discover how small transformer models develop in-context learning capabilities through emergent mechanisms in this theoretical biophysics presentation.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

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Self-Learning AI - Prompts with Knowledge Graphs in In-Context Learning

Explore how EGO-Prompt creates self-correcting AI systems that automatically refine prompts and knowledge graphs through student-teacher feedback loops for enhanced performance.

• YouTube
• 40 minutes
• On-Demand
• Free Video

AutoML Seminars

Do-PFN - In-Context Learning for Causal Effect Estimation

Explore Do-PFN's innovative approach to causal effect estimation using in-context learning, eliminating the need for interventional data or known causal graphs.

• YouTube
• 46 minutes
• On-Demand
• Free Video