Association for Computing Machinery (ACM) Courses

The Essence of Software - Why Systems Often Fail by Design, and How to Fix Them

Explore software design flaws, their impact on user experience, and innovative solutions using concept-based approaches. Learn to create more intuitive and effective systems.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Machine Learning for Algorithm Design

Explore data-driven algorithm design using machine learning, combining theoretical foundations with practical applications to improve performance for various combinatorial problems.

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

Getting Started with Kubernetes

Learn Kubernetes fundamentals, its role in cloud-native infrastructure, and career implications. Explore containers, microservices, and practical applications with expert Nigel Poulton in this comprehensive introduction.

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

Applied Data Science for Predictive Time Series Analytics - Nesime Tatbul

Explore predictive time series analytics, focusing on anomaly detection and explanation techniques, with insights on evaluation tools and real-world applications in cloud observability.

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

Challenges and Solutions in Industry Scale Data and AI Systems - Yangqing Jia

Explore industry-scale data and AI systems challenges, focusing on Alibaba's technologies like big data infrastructure, autonomous computing, and AI engineering for recommendation systems and digital twins.

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

KDD TransFAT - Translating Fairness, Accountability, and Transparency - Julia Stoyanovich

Explore ethical AI challenges in automated decision systems, focusing on fairness, accountability, and transparency in hiring processes and beyond.

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

Revisiting Knowledge Graph Completion From a Practical Perspective - Danai Koutra

Explore practical aspects of knowledge graph completion, covering construction, calibration, open-world assumptions, and human-AI collaboration for improved link prediction and triple classification.

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

Semantic Scholar- Tera-Scale NLP to Accelerate Scientific Research--Daniel Weld

Explore Semantic Scholar's AI-powered tools for accelerating scientific research, including adaptive feeds, personalized alerts, and advanced summarization techniques.

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

Towards an Easy-to-use AI Platform - Data, Algorithms, and Systems - Wei Wang

Explore the development of user-friendly AI platforms, covering data preparation, model construction, debugging, and deployment, with a focus on enhancing efficiency and accessibility.

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

Learning Transferable Human Behavior Representations From Sensor Data - Flora Salim

Explore techniques for learning transferable human behavior representations from sensor data, including challenges, preprocessing, and applications in various domains.

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

Automated Mechanism Design for Strategic Classification - Vincent Conitzer

Explore automated mechanism design for strategic classification, covering key concepts, optimization techniques, and future research directions in this field.

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

Data Science for Assembly Engineering - Sharon C Glotzer

Explore data science applications in assembly engineering, covering self-assembly, crystallization, and machine learning techniques for structural analysis and visualization.

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

Deep Learning Day - Advances in Theory, Systems, and Applications

Comprehensive exploration of deep learning featuring expert talks on scaling, debugging, and advanced techniques. Covers theoretical foundations and practical applications across various domains.

• YouTube
• 8 hours 31 minutes
• Self-Paced
• Free Video

Running Linux Apps on Windows - How and Why?

Explore running Linux apps on Windows with WSL, covering Windows Terminal, Docker, and GUI applications. Learn about system architecture, performance, and practical use cases.

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

Turing Lecture 2021 - Abstractions, Their Algorithms, and Their Compilers

Explore computational thinking through abstractions, algorithms, and compilers. Delve into compiler design, large dataset handling, and quantum computation, with insights from renowned computer scientists.

• YouTube
• 1 hour 34 minutes
• Self-Paced
• Free Video