Entropy Courses and Certifications

Complexity Explorer

Maximum Entropy Methods Tutorial

Discover maximum entropy methods for understanding probability distributions through practical examples including taxicab problems and real-world modeling applications.

• YouTube
• 1 hour 46 minutes
• Self-Paced
• Free Video

Stanford EE274: Data Compression - Beyond IID Distributions: Conditional Entropy - Lecture 8

Explore conditional entropy and advanced data compression techniques beyond IID distributions in this Stanford lecture, enhancing understanding of complex information theory concepts.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

The Organic Chemistry Tutor

Physics 1C Final Exam Review - Entropy, Thermodynamics, Gas Laws, Specific Heat & Calorimetry

Review physics problems involving gas laws, heat, thermodynamic processes, heat engines, calorimetry, and entropy for a final exam.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

StatQuest with Josh Starmer

Neural Networks Part 7 - Cross Entropy Derivatives and Backpropagation

Derive cross-entropy gradients and apply them to backpropagation in a softmax neural network.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

The Royal Institution

The Big Picture - From the Big Bang to the Meaning of Life - with Sean Carroll

1 rating

A sweeping lecture connects the laws of physics—from the Big Bang and entropy to consciousness—with questions about life’s meaning.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

The Second Law of Thermodynamics and Carnot's Engine - Lecture 23

An introduction to irreversibility, entropy, and the efficiency limit of heat engines through the Second Law and Carnot engine.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Yacine Mahdid

Shannon Entropy from Theory to Python

Explains Shannon entropy as a measure of information in sequences and implements it in Python to compare information density in DNA-like data.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Pascal Poupart

Maximum Entropy Reinforcement Learning

A graduate lecture on maximum entropy reinforcement learning, covering stochastic policies, soft Q-learning, policy iteration, and Soft Actor-Critic.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Devoxx

Stopping Entropy with ArchUnit

Explore coding architecture rules as tests with ArchUnit. Learn to enforce naming conventions, structure, and best practices automatically in Java projects.

• YouTube
• 27 minutes
• Self-Paced
• Conference Talk

GOTO Conferences

Fighting Software Entropy

A strategy for resisting software decay through architecture practice, engineering excellence, continuous improvement, and platform adoption.

• YouTube
• 47 minutes
• Self-Paced
• Conference Talk

Data Compression - Theory and Applications

Master data compression theory and applications, from lossless techniques like Huffman coding to lossy methods including JPEG and modern ML approaches for efficient information representation.

• YouTube
• 23 hours 42 minutes
• Self-Paced
• Free Video

Direct and Cross Effects in Entropy Production and the Fourth Law of Thermodynamics - Lecture 23

Delve into advanced thermodynamics concepts, exploring entropy production, force-flux relationships, cross effects, and the Fourth Law through comprehensive theoretical frameworks and practical applications.

• YouTube
• 1 hour 39 minutes
• Self-Paced
• Free Video

Introduction to Nonequilibrium Theory: Onsager Reciprocity and Maximum Entropy Production - Lecture 21

Delve into advanced thermodynamics concepts including Onsager reciprocity, thermal conductivity tensors, and nonequilibrium theory through detailed mathematical derivations and practical applications.

• YouTube
• 1 hour 39 minutes
• Self-Paced
• Free Video

GOTO Conferences

How to Reverse Software Entropy

Software decays under unexpected change and dependency obsolescence; this talk explores ways to improve technical hygiene and reverse that entropy.

• YouTube
• 42 minutes
• Self-Paced
• Conference Talk

NPTEL-NOC IITM

Diffusion in High Entropy Alloys

Explore the diffusion behavior and core effects in high entropy alloys, including configurational entropy and its impact on material properties.

• YouTube
• 26 minutes
• Self-Paced
• Free Video