Machine Learning Courses and Certifications

BSidesLV

The Role of Data Visualization in Improving Machine Learning Models

Explore data visualization techniques to enhance machine learning models for malware detection, with practical insights and a live demonstration.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

BSidesLV

Using Machine Learning to Support Information Security

Explore machine learning applications in information security, covering fraud detection, spam filtering, and data quality improvement for enhanced cybersecurity strategies.

• YouTube
• 1 hour
• Self-Paced
• Conference Talk

BSidesLV

Ground Truth Keynote - Great Disasters of Machine Learning

Explore machine learning disasters, their consequences, and potential solutions in this thought-provoking keynote addressing ethical challenges and the need for responsible AI development.

• YouTube
• 32 minutes
• Self-Paced
• Conference Talk

OWASP Foundation

Temporal - Bot or Human? Detecting Malicious Bots with Machine Learning in 2021

Explore advanced techniques for detecting sophisticated bots using machine learning, combining server-side and client-side signals, and leveraging supervised and unsupervised approaches for maximum accuracy.

• YouTube
• 23 minutes
• Self-Paced
• Conference Talk

OWASP Foundation

Social Media Botnet Detection with Linkage Analysis and Machine Learning

Explore techniques for detecting social media spam botnets using linkage analysis and machine learning, covering unsupervised and semi-supervised approaches and their applications.

• YouTube
• 29 minutes
• Self-Paced
• Conference Talk

Association for Computing Machinery (ACM)

Positionality-Aware Machine Learning

Explore positionality in machine learning, examining its impact on data, models, and outcomes through case studies and diverse perspectives.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Conference Talk

Association for Computing Machinery (ACM)

Representativeness in Statistics, Politics, and Machine Learning

Explore the concept of representativeness across statistics, politics, and machine learning, examining its roots, applications, and ethical implications in various fields.

• YouTube
• 19 minutes
• Self-Paced
• Conference Talk

Society for Industrial and Applied Mathematics

Multiscale Methods for Machine Learning

Multiscale machine learning framework for efficient predictions in enormous output spaces, addressing challenges of limited data and scalability through hierarchical modeling and sparse matrix techniques.

• YouTube
• 55 minutes
• Self-Paced
• Conference Talk

Society for Industrial and Applied Mathematics

Machine Learning - Dynamical, Statistical, and Economic Perspectives

Explore machine learning's decision-making aspects, focusing on statistical and economic challenges in multiple decision-making, scarcity, and competition through dynamical systems perspectives.

• YouTube
• 54 minutes
• Self-Paced
• Conference Talk

Multi-Cloud Machine Learning Data and Workflow with Kubernetes

Explore building a multi-cloud ML platform using Kubernetes for autonomous vehicles, addressing data management, scheduling, and hardware support across diverse environments.

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

Build an Event-Driven Machine Learning Pipeline on Kubernetes

Explore building event-driven ML pipelines on Kubernetes, leveraging components for automated AI workflows, including model training, validation, serving, and operations with focus on eventing and pipeline CRDs.

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

Adapting Kubernetes for Machine Learning Workflows

Explore how Bloomberg adapted Kubernetes for machine learning, addressing multi-tenancy, data security, and hardware acceleration in their AI-driven financial services platform.

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

How We Built a Highly Scalable Machine Learning Platform Using Apache Mesos

Explore building a scalable machine learning platform using Apache Mesos, combining microservices with big data technologies for efficient machine translation and data processing.

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

Joint Mathematics Meetings

Next-Generation AI - Pushing Beyond Machine Learning

Explore cutting-edge AI advancements beyond machine learning and discover opportunities for mathematicians to contribute to next-generation artificial intelligence development.

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

Society for Industrial and Applied Mathematics

A Machine Learning Approach to Portfolio Pricing and Risk Management for High-Dimensional Problems

Explore machine learning approaches for portfolio pricing and risk management in high-dimensional problems with expert Damir Filipovic.

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