Entropy and life

About
Privacy
Disclaimer

Graph Chatbot

Related lectures (10)

Nucleosynthesis and Neutrino Decoupling

Explores entropy evolution, temperature changes, element creation, and neutrino decoupling in the early Universe.

Entropy in Thermodynamics

Explores entropy in thermodynamics, including Gibbs equations, ideal gases, and entropy balance in closed systems.

Statistical Entropy and Disorder

Explores statistical entropy and disorder in isolated systems, including kinetic gases and calorimetric coefficients.

Multi-class Problems: One-hot Coding

Explores one-hot coding for exclusive classes and the cross-entropy loss function in multi-class problems.

Entropy and the Joule Expansion: A Statistical Perspective

Covers the relationship between entropy and the Joule expansion, illustrating how microscopic states relate to macroscopic disorder.

Second Principle: Entropy

Explores the second principle of thermodynamics, emphasizing entropy's role in system evolution and equilibrium.

Logistic Regression: Cost Functions & Optimization

Explores logistic regression, cost functions, gradient descent, and probability modeling using the logistic sigmoid function.

Statistical Physics: Isolated Systems and Entropy

Covers statistical physics, isolated systems, entropy, and the Boltzmann distribution.

Neural Networks: Multi-layers

Explains the learning process in multi-layer neural networks, including back-propagation, activation functions, weights update, and error backpropagation.

Logistic Regression: Probabilistic Interpretation

Covers logistic regression's probabilistic interpretation, multinomial regression, KNN, hyperparameters, and curse of dimensionality.

Page 1 of 1