Control Systems Courses

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Thermodynamics of Non-Additive Systems: The Example of the Thirring Model

Explore thermodynamics of non-additive systems through the Thirring model, examining ensemble inequivalence and equilibrium states in long-range interacting systems.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

New Ideas on Tensor Networks for Entanglement in Quantum Many-Body Systems

Explore new applications of tensor networks in quantum systems, including random networks, material properties, and learning tasks. Gain insights into capturing entanglement and analyzing complex quantum phenomena.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

On the Origin of Fat Tailed Distribution Functions in Driven Complex Systems

Explore the origin of fat-tailed distributions in driven complex systems through sample space reducing processes, offering insights into various statistical phenomena and their applications.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Fluctuations in the Fourier Coefficient of Current in Periodically Driven Systems

Explore probability current fluctuations in periodically driven stochastic systems, focusing on Fourier component statistics and cumulant generating function analysis.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Generalized Density Profiles in Single-File Systems

Explore single-file transport and bath-tracer correlations in confined systems, focusing on the Symmetric Exclusion Process and its applications to non-equilibrium situations.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Detecting the Unruh Effect in Thermal Analogue Systems

Explore the Unruh effect in thermal analogue systems, focusing on BECs and superfluid helium. Discover recent proposals and theoretical developments for detecting this quantum phenomenon.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Non-equilibrium Fermi Polarons in Driven-Dissipative Systems

Explore non-equilibrium Fermi polarons in driven-dissipative systems, focusing on kinetic equations, relaxation, and non-equilibrium distributions in two-dimensional materials and ultracold atomic gases.

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

Erwin Schrödinger International Institute for Mathematics and Physics (ESI)

Casimir-Lifshitz Force in Multilayer Systems - Optical Interference Effect

Explore the Casimir-Lifshitz force in multilayer systems, examining optical interference effects and their impact on material interactions at the nanoscale and in fundamental phenomena.

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

LLMOps Space

Traceability and Observability in Multi-Step LLM Systems - LLMOps

Explore advanced techniques for implementing traceability and observability in multi-step LLM systems, focusing on RAG systems and leveraging OpenTelemetry for deep insights.

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

MLOps.community

RAG Quality Starts with Data Quality - Enhancing Retrieval-Augmented Generation Systems

Explore data quality's crucial role in Retrieval-Augmented Generation (RAG) systems. Learn data prep essentials, overcome challenges, and enhance performance while ensuring privacy and governance in enterprise settings.

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

MLOps.community

Accelerating Multimodal AI - From Tabular ML to Generative Video Systems

Explore challenges and solutions in multimodal AI, from data management to efficient inference. Learn about systems supporting research and productionization in generative video and language models.

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

MLOps.community

From Robotics to Recommender Systems - MLOps Podcast #240

Explore robotics, computer vision, and recommender systems with Miguel Fierro. Gain insights on ML applications, sports analytics, and AI integration in various fields from a Microsoft Principal Data Science Manager.

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

MLOps.community

Build Reliable Systems with Chaos Engineering - MLOps Podcast #237

Explore chaos engineering to build reliable systems under unpredictable conditions. Learn benefits, trends, and integration with ML systems for improved resilience and observability.

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

MLOps.community

Managing Small Knowledge Graphs for Multi-agent Systems - MLOps Podcast #236

Explore knowledge graph management for multi-agent systems, focusing on structural grounding, selective improvement, and end-to-end reliability. Learn strategies to enhance RAG accuracy and repeatability in AI pipelines.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

MLOps.community

RecSys at Spotify - Building and Evaluating Large-Scale Recommender Systems

Explore Spotify's large-scale recommender systems, foundational embeddings for transfer learning, evaluation methods, and MLOps challenges with Senior ML Engineer Sanket Gupta.

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