Industrial Automation Systems Courses

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

MLOps.community

What is AI Quality? - Understanding Standards and Testing in AI Systems

Explore AI Quality with Mohamed Elgendy, discussing domain-specific standards, comprehensive testing, and the need for collaboration in setting effective, innovation-friendly quality benchmarks for AI systems.

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

MLOps.community

Systems Engineering in Machine Learning - Navigating Low-Level Challenges

Explore systems engineering in ML with Andrew Dye, discussing low-level work, blending disciplines, and ML infrastructure challenges. Gain insights on distributed training, managing scale, and bridging gaps between firmware and MLOps.

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

MLOps.community

Building Threat Detection Systems - An MLE's Perspective

Explore threat detection systems from an MLE's perspective. Gain insights on rule engines, testing ML models, and the importance of writing for professional development in MLOps.

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

NCCR SwissMAP

Systems with a Hilbert Space Fragmentation

Explore integrability in condensed matter physics and quantum field theory, focusing on systems with Hilbert space fragmentation.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

NCCR SwissMAP

Reflection Relations and Singular Vectors in Integrable Systems - Lecture

Explore integrability in condensed matter physics and quantum field theory, focusing on reflection relations and singular vectors.

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

NCCR SwissMAP

Snake Modules, Extended T Systems and Correlation Functions for Higher Rank

Explore integrability in condensed matter physics and quantum field theory, focusing on snake modules, extended T systems, and correlation functions for higher rank systems.

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

NCCR SwissMAP

Analytical Solutions of Dirac-Bogoliubov-de Gennes Equation for Inhomogeneous Quantum Many-Body Systems

Explore analytical solutions for Dirac-Bogoliubov-de Gennes equations in inhomogeneous quantum many-body systems, focusing on integrability in condensed matter physics and quantum field theory.

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

NCCR SwissMAP

Nonthermal Electronic Orders in Photo-Doped Mott Systems

Explore nonthermal electronic orders in photo-doped Mott systems with P. Werner from the University of Fribourg.

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

NCCR SwissMAP

Electrification of the Energy Sector and Its Impact on Power Systems

Explore the electrification of energy and its effects on power systems, focusing on climate impact and future challenges in the sector.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video