Generalization Courses and Certifications

Simons Institute

Generalization II

Explore advanced concepts in deep learning, including random averages, losses, and network architectures, with experts from UC Berkeley and MIT.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Simons Institute

Generalization I

Explore deep learning generalization with experts Peter Bartlett and Sasha Rakhlin, covering perceptron algorithms and key concepts in machine learning theory.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

MITCBMM

FMRI Bootcamp - Classification

Explore fMRI classification analysis techniques, including training vs testing, generalization, and hierarchical logic, with insights on visual stream processing.

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

Yannic Kilcher

Grokking - Generalization Beyond Overfitting on Small Algorithmic Datasets

Explore the fascinating "grokking" phenomenon in neural networks, where sudden pattern recognition leads to perfect generalization. Discover its implications for deep learning and algorithmic datasets.

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

ICTP Mathematics

Markov Partition for Hyperbolic Systems with Singularities - ICTP 2021

Explore Markov partitions in hyperbolic systems with singularities, covering scatters, collision maps, uniform hyperbolicity, and SRB measures. Gain insights into advanced mathematical concepts and their applications.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Simons Institute

An Observation on Generalization

Explore insights on generalization in large language models and transformers with OpenAI's Ilya Sutskever, delving into the capabilities and implications of advanced AI systems.

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

Simons Institute

The Pitfalls of Next-token Prediction in Language Models

Explore the limitations of next-token prediction in AI, examining its challenges in modeling human intelligence and potential solutions beyond this paradigm.

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

Generalization and Personalization in Federated Learning - Karan Singhal

1 review

Explore generalization and personalization in federated learning, focusing on medical AI applications. Insights on improving model performance across diverse data distributions and healthcare settings.

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

On Building General, Zero-Shot Robot Policies - EI Seminar

Explore the development of zero-shot robot policies for real-world tasks. Gain insights into Robot Utility Models (RUMs) and their ability to generalize to new environments without finetuning, achieving 90% success in novel settings.

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

HiSET Language Arts - Reading: Prep and Practice

Comprehensive preparation for HiSET Language Arts - Reading subtest, covering reading comprehension, literary analysis, and nonfiction text skills through engaging video lessons and practice quizzes.

• Study.com
• 11 hours 4 minutes
• On-Demand
• Paid Course

Stochastic Learning Dynamics and Generalization in Neural Networks

Explore stochastic learning dynamics and generalization in neural networks, uncovering key insights into their behavior and performance in various applications.

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

The Wayward Path of Photographer Chris Burkard

The Wayward Path of Photographer Chris Burkard with Chris Burkard, Chase Jarvis

• CreativeLive
• 1 hour 9 minutes
• On-Demand
• Free Online Course

Yannic Kilcher

Author Interview - ACCEL- Evolving Curricula with Regret-Based Environment Design

Explore ACCEL, a novel approach combining regret-based sampling and level-editing for training robust AI agents. Learn about curriculum generation, minimax regret, and the future of reinforcement learning.

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

Yannic Kilcher

Training More Effective Learned Optimizers, and Using Them to Train Themselves - Paper Explained

Explores a novel approach to machine learning optimization using neural networks, discussing its architecture, training process, and potential to revolutionize model training through self-improvement and generalization.

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

Simons Institute

Reinforcement Learning - Part I

Explore reinforcement learning fundamentals, including credit assignment, dynamic programming, and exploration algorithms. Gain insights into algorithm design and sample complexity in this comprehensive introduction.

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