Phase Transformations & Diagrams Courses and Certifications

Simons Foundation

Statistical Physics of Machine Learning

Explore the intersection of statistical physics and machine learning, examining generative models, attention mechanisms, and uncertainty estimation in neural networks through theoretical physics perspectives.

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

NCCR SwissMAP

Introduction to Statistical Mechanics 1 - Mathematical Physics 2019-2020

Master the fundamental principles of statistical mechanics through rigorous mathematical frameworks and thermodynamic systems analysis.

• YouTube
• 21 hours 50 minutes
• Self-Paced
• Free Video

IPhT-TV

Quantum Criticality and High-Temperature Superconductivity

Explore quantum criticality and high-temperature superconductivity through Landau theory, fluctuations, Josephson junctions, and spin fermion models in this comprehensive physics lecture series.

• YouTube
• 8 hours 3 minutes
• Self-Paced
• Free Video

Numberphile

A Fake Fields Medal - Interview with Hugo Duminil-Copin

Discover the prestigious Fields Medal through an interview with winner Hugo Duminil-Copin, exploring his mathematical work and the famous prize's significance in mathematics.

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

NPTEL;  IIT Guwahati

Thermodynamics - Classical to Statistical

Comprehensive exploration of thermodynamics, from classical concepts to statistical mechanics, covering fundamental principles, applications, and advanced problem-solving techniques.

• YouTube
• 1 day 7 hours
• Self-Paced
• Free Video

GEO GIRL

Phase Diagrams - Minerals Melt at Different Temperatures - Igneous Petrology

Explore phase diagrams in igneous petrology to understand mineral melting and crystallization. Learn to predict mineral formation from melts and melt composition from minerals at various temperatures.

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

Explosive Proofs of Mathematical Truths

Explore how mathematical proofs achieve certainty through network structure, enabling explosive emergence of belief even under skepticism. Data science analysis reveals insights into proof validity and mathematical reasoning.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Physics-Inspired Algorithms and Phase Transitions in Community Detection - 2014 Symposium

Explore physics-inspired algorithms for community detection, including phase transitions, statistical inference, and belief propagation. Learn about innovative approaches to clustering and network analysis.

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

The Science of Networks - C4 Public Lectures

Explore the emerging science of networks, their structure, and function across diverse systems. Learn about phase transitions, interdependence, and mathematical models for predicting network behavior and consequences.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Materials Research Society

Nanomaterials under Stress - A New Opportunity for Nanomaterials Synthesis and Engineering

Explore stress-induced fabrication for nanomaterials synthesis, enabling precise structural control and tunable properties through mechanical compression of nanoparticles.

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

Qiskit

Many-Body Localization and Quantum Thermalization

Explore quantum many-body localization and thermalization dynamics, examining the transition between these states and their implications for quantum systems and interactions.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Discover AI

Phase Transitions in Dot-Product Attention Layer Learning - New AI Discovery

Explore groundbreaking research on phase transitions in LLM attention mechanisms, revealing key insights into semantic learning and potential breakthroughs in AI model efficiency.

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

Chad's Prep

Heat and Calorimetry - General Physics

Master heat and calorimetry concepts, including specific heat, latent heat, and phase changes. Learn to calculate heat transfer in various scenarios and understand thermal equilibrium principles.

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

Institut des Hautes Etudes Scientifiques (IHES)

Random Field Ising Model and Parisi-Sourlas Supersymmetry - Lecture 4

Explore the Random Field Ising Model, Parisi-Sourlas supersymmetry, and dimensional reduction. Delve into recent theories explaining numerical evidence and potential loss of supersymmetry in specific dimensions.

• YouTube
• 1 hour 48 minutes
• Self-Paced
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Random Field Ising Model and Parisi-Sourlas Supersymmetry - Lecture 2

Explore the Random Field Ising Model, Parisi-Sourlas supersymmetry, and dimensional reduction. Delve into recent theories explaining numerical evidence and potential loss of supersymmetry in specific dimensions.

• YouTube
• 2 hours 3 minutes
• Self-Paced
• Free Video