Machine Learning Courses and Certifications

Docker

Introducing Docker's Generative AI and Machine Learning Stack

Explore Docker's new GenAI Stack, featuring live demos, insights on ML model deployment, and AI/ML developer empowerment. Learn about cutting-edge AI integration in containerized environments.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Conference Talk

NDC Conferences

Ethical Machine Learning

Explore ethical considerations in machine learning development, focusing on mitigating bias and implementing governance from the start to ensure responsible AI deployment.

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

Society for Industrial and Applied Mathematics

Advancing Earth System Predictability with Machine Learning Methods

Explore machine learning methods for improving Earth system predictions, featuring insights from Dan Lu of Oak Ridge National Laboratory on enhancing climate modeling and forecasting.

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

OWASP Foundation

Security of Machine Learning Systems

Explore security challenges in AI and ML systems, including adversarial attacks and MLOps. Learn to apply pen testing skills to ML, with demonstrations on manipulating image recognition and NLP models.

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

Alan Turing Institute

Fluid Mechanics-Informed Machine Learning - Successes and Failures

Explore machine learning approaches for fluid mechanics simulations, including physics-based features and CNNs, with insights on successes and challenges in speeding up predictions.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

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Image Making Fatigue in the Era of Machine Learning

Exploración de la transferencia de películas experimentales al espacio físico y sus desafíos con el avance del aprendizaje automático, difuminando límites entre original e imitación en la reestructuración digital de la sociedad.

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

Alan Turing Institute

Privacy-Preserving, Fair, and Robust Machine Learning Models in Online Dating

Explore privacy-preserving, fair, and robust machine learning models in online dating apps. Learn about data privacy challenges and innovative solutions for protecting personal information while ensuring effective matchmaking.

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

Transform Your Machine Learning Pipelines with Apache Hudi

Optimize ML pipelines on data lakes with Apache Hudi. Learn to tackle challenges, leverage upserts, incremental processing, and near real-time access for efficient, up-to-date machine learning models and analytics.

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

NDC Conferences

Leveraging the Power of C++ for Efficient Machine Learning on Embedded Devices

Explore practical applications of C++ and TensorFlow Lite for efficient machine learning on embedded devices, including image classification and hand gesture recognition on Raspberry Pi.

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

OWASP Foundation

Malice in Chains - Supply Chain Attacks Using Machine Learning Models

Explore potential supply chain vulnerabilities in machine learning models and learn strategies to mitigate risks in AI-driven systems.

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

OWASP Foundation

Will Machine Learning Replace the WAF?

Explore the potential of machine learning to revolutionize web application firewalls, examining its capabilities, limitations, and impact on cybersecurity.

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

IMSA

Discrete Curvature and Applications in Graph Machine Learning

Exploring discrete curvature in graph machine learning, focusing on applications and theoretical foundations for analyzing complex network structures and improving graph-based algorithms.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

RSA Conference

Detecting Website Intrusion and Account Compromise with Machine Learning

Explore machine learning techniques for detecting website intrusions and account compromises, covering data analysis, feature engineering, and real-time integration in open environments.

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

Great Learning

Introduction to XGBoost - Machine Learning Tutorial

Comprehensive tutorial on XGBoost: from basic principles to hands-on implementation. Learn gradient boosting, parameter tuning, and model evaluation for real-world machine learning applications.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Simons Institute

New Models of Human Hearing via Machine Learning

Exploring machine learning models to understand human auditory abilities and brain function, with implications for auditory prosthetics and behavioral insights.

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