Scaling Laws Courses and Certifications

Y Combinator

How Scaling Laws Will Determine AI's Future

Explore the scaling laws debate shaping AI's future, from LLM parameter growth to compute limits and emerging paradigms that could redefine artificial intelligence development.

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

Institute for Pure & Applied Mathematics (IPAM)

The Mathematics of Scaling Laws and Model Collapse in AI

Explore the mathematics behind AI scaling laws and model collapse, focusing on the shift from linear to flattened performance relationships in large language models.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Scaling Laws of Microrobots - Electromagnetic, Adhesion, Electrical, and Fluid Mechanics - Module 02

Explore electromagnetic, adhesion, electrical, and fluid mechanics scaling principles that govern microrobotic system design and performance at microscale dimensions.

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

NPTEL-NOC IITM

Scaling Laws of Microrobots - Heat Transfer, Thermodynamics, Optics, and Quantum Effects - Module 03

Explore scaling laws governing heat transfer, thermodynamics, optics, and quantum effects in microrobot design and functionality.

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

IPhT-TV

Scaling Laws for Amplitude Surrogates

Discover scaling laws for amplitude surrogates in this 36-minute physics presentation by Joaquin Iturriza Ramirez, exploring mathematical relationships in theoretical physics.

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

Y Combinator

Scaling and the Road to Human-Level AI

Discover how AI intelligence scales predictably and what this means for achieving human-level AI, from Anthropic's co-founder who helped uncover foundational scaling laws.

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

Yannic Kilcher

Scaling LLM Test-Time Compute Optimally for Improved Performance

Explore optimal scaling of LLM test-time compute to improve performance on challenging prompts. Learn strategies for efficient allocation and potential to outperform larger models.

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

Scaling of Information Costs in Firms

Explore the scaling dynamics of information costs within organizations, examining how firms manage and process data as they grow and evolve in size and complexity.

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

Simons Institute

Inference Scaling: A New Frontier for AI Capability

Explore inference compute as a new frontier for scaling LLMs, examining how coverage scales with sample numbers and how frameworks like Archon can optimize LLM systems without automated verifiers.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Y Combinator

Scaling Laws, Compute, and the Future of AI - Engineering Challenges Behind Training Frontier Models

Dive into the engineering challenges of training frontier AI models like Claude, covering scaling laws, infrastructure, GPU management, and the future of pretraining with Anthropic's expert.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Discover AI

FIRE All AI Agents - New Scaling Laws from Google and MIT

Uncover why "more agents = better" is mathematically wrong through Google DeepMind & MIT research revealing the Tool-Coordination Trade-off in 180 agent architectures.

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

Scaling Laws and Social Networks in the Time of COVID-19 - Part 1

Exploring scaling laws in biology, cities, and economies, and their implications for societal challenges like pandemics and sustainability. Insights from complex systems science for understanding human civilization.

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

Scaling Laws in Neural Architectures - Lecture 20

Explore power laws in neural architectures, their theoretical foundations, limitations, and critical batch size concepts in deep learning systems.

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

Open Data Science

Recent Advances in Foundation Models: Scaling Laws, Emergent Behaviors, and AI Democratization

Explore recent advances in foundation models, scaling laws, and emergent behaviors in AI. Learn about efforts to democratize AI and make cutting-edge technology accessible to all.

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

Association for Computing Machinery (ACM)

Scaling Laws for Dense Retrieval

Explore scaling laws for dense retrieval, examining their impact on information retrieval systems and performance optimization strategies.

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