Scaling Laws Courses and Certifications

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

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

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

Intuitions on Language Models and Shaping AI's Future - Stanford CS25 Lecture

Explore intuitions on language models and the evolution of Transformer architectures with OpenAI researchers. Gain insights into next-word prediction, scaling laws, and the future of AI development.

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

DeepLearning.AI;  Amazon Web Services

Generative AI with Large Language Models

2936 ratings at Coursera

Explore generative AI fundamentals, LLM architecture, and real-world applications. Learn to optimize, fine-tune, and deploy models while addressing challenges and opportunities in this emerging field.

• Coursera
• 16 hours 36 minutes
• On-Demand
• Free Online Course (Audit)

Biomaterials - Intro to Biomedical Engineering

62 ratings at Udemy

RAHBME220 - Become an expert in Biomaterial Engineering from Rahsoft Biomedical Engineering Certificate

• Udemy
• 10 hours
• On-Demand
• Paid Course

The Laws of Life, Time and Chance

Explore the intersection of physics and biology, uncovering mathematical frameworks for understanding life, time, and probability. Discover how chance governs cellular behavior and impacts complex biological phenomena.

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

Using Buckingham's Π Theorem for Dimensionless Similarity Parameters in Macroecology

Explore dimensionless similarity parameters in macroecology using Buckingham's Π theorem, presented by Sandra Chapman from the University of Warwick.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Geoffrey West on Scaling, Open-Ended Growth, and Accelerating Crisis/Innovation Cycles

Geoffrey West explores scaling laws in cities, discussing how urban environments amplify human creativity and challenges, and examines the accelerating cycle of crisis and innovation driving our global economy towards potential peril.

• YouTube
• 58 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

Capturing Intelligence at the Level of Thought - Deep Learning and Language Models

Explore deep learning, language models, and AI alignment challenges in this talk on capturing intelligence at the thought level, offering insights into the future of AI research.

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

How Does Size Shape Our Understanding of and Search for Life? Alien Crash Site with Chris Kempes

Explore how size influences our understanding of life, from microscopic to cosmic scales, and its implications for the search for extraterrestrial life with mathematical biologist Chris Kempes.

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

Modeling Computer Networks from Chips to the Internet

Explore network modeling strategies for the Internet, from chip-level communication to global-scale simulations, examining scaling laws, biological concepts, and socio-economic factors shaping its future.

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

Why is Life So Diverse? - Episode 3

Exploring biodiversity's origins, constraints, and threats. Discusses scaling laws in evolution, exceptions to rules, and the potential for forecasting biosphere changes, featuring insights from ecology and evolutionary biology experts.

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

IIT Kharagpur;  NPTEL

Introduction To Mechanical Micro Machining

Mechanical micro machining is one of the key technologies to enable the realization of high accuracy complex micro products made from a variety of engineering materials

• Swayam
• 12 weeks
• On-Demand
• Free Online Course