Systems Core Courses

MLOps World: Machine Learning in Production

Is It Too Much to Ask for a Stable Baseline? - Evaluation and Monitoring in Machine Learning Systems

Explore challenges in ML evaluation and monitoring, focusing on stable baselines in changing environments and their implications for traditional and emerging ML systems.

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

MLOps World: Machine Learning in Production

Quick Deploy Model Serving in Ranking Systems

Discover how to streamline model deployment in ranking systems using ElasticSearch plugins and MLeap bundles for efficient, error-free updates and seamless integration with existing infrastructure.

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

MLOps World: Machine Learning in Production

Robustness and Security for AI - Addressing Edge Cases in Mission-Critical Systems

Explore AI robustness, security, and edge cases. Learn strategies to assess and mitigate risks in mission-critical AI systems, addressing regulatory compliance and protecting innovation.

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

MLOps World: Machine Learning in Production

Testing Recommender Systems in the Wild - MLOps World

Explore behavioral testing for recommender systems using RecList. Scale up real-world testing in research and production with hands-on coding and practical examples.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

MLOps World: Machine Learning in Production

Managing Human in the Loop Systems Without Burning Out Your Engineers

Explore strategies for managing human-in-the-loop systems efficiently, focusing on Pinterest's approach to labeling, training, and measuring shopping content quality with minimal engineering effort.

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

MLOps World: Machine Learning in Production

Understanding Foundation Models: A New Paradigm for Building and Productizing AI Systems

Explore foundation models as a new AI paradigm. Learn practical ways to leverage these models in building and productizing AI systems for your company.

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

Inside Livermore Lab

Flux: A Flexible Resource Management Framework for HPC Systems - Tutorials 2024

Explore Flux, a flexible resource management framework for HPC systems, through hands-on demonstrations and practical applications.

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

Devoxx

Harmonizing Code and Melody: Making Electronic Music with AI and Multi-Agent Systems

Explore MusicAgent: Innovative multi-agent system for composing, arranging, and producing music using Python, Sonic Pi, and LLMs. Learn live electronic music creation and AI-driven composition techniques.

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

Association for Computing Machinery (ACM)

An Empirical Analysis on Multi-turn Conversational Recommender Systems - Lecture 3.2

Explore multi-turn conversational recommender systems through empirical analysis, examining their effectiveness and potential improvements in interactive recommendation scenarios.

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

Association for Computing Machinery (ACM)

The Power of Noise: Redefining Retrieval for RAG Systems - Session M3.1

Explore innovative approaches to Retrieval Augmented Generation, focusing on noise utilization to enhance RAG systems' performance and redefine retrieval methods.

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

Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Segregation in Urban Systems and Mobility

Explore urban segregation patterns and their impact on mobility systems, analyzing complex interactions between social dynamics and city structures.

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

NHR@FAU

File Systems and Efficient Data Handling - HPC Café

Explore file systems and efficient data handling in HPC environments, focusing on NHR@FAU's offerings, properties, usage scenarios, and best practices for optimal performance.

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

Tech Field Day

Improving Sustainability at the Edge with Intel Energy Elastic Systems

Discover how to optimize energy consumption and reduce carbon footprint at the edge through Intel's innovative Ethernet and IPU solutions, focusing on workload performance indicators and energy elasticity.

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

Tech Field Day

Lab as Code Using Containerlab for Network Operating Systems

Discover how to deploy networking lab topologies using Containerlab - an open-source tool that enables Lab-as-Code approach for containerized Network Operating Systems with versatile configurations.

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

Tech Field Day

Accelerated Computing for AI Systems - A Network Architecture Perspective

Discover groundbreaking networking technology for AI computing with Enfabrica's ACFS system, offering 8Tb/s bandwidth and innovative solutions for modern data center challenges in distributed AI workloads.

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