Machine Learning Courses and Certifications

Data Science Festival

Building a Model Factory - A Scalable Approach to Operationalizing Machine Learning

Discover how to build a scalable Model Factory framework for operationalizing machine learning, featuring feature stores, drift monitoring, and real-world RevOps insights.

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

Conf42

Machine Learning for Advanced AI Search

Explore machine learning techniques for advanced AI search, covering foundation models, vector embeddings, and database solutions like AWS and PostgreSQL PG Vector.

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

Conf42

Transforming Legacy Banking Systems through Machine Learning

Discover how machine learning revolutionizes legacy banking systems, covering transformation phases, performance improvements, customer experience, compliance, and risk mitigation strategies.

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

Conf42

Revolutionizing Industrial Maintenance - Predictive Maintenance with IoT and Machine Learning

Discover how IoT sensors and machine learning transform industrial maintenance from reactive to predictive, reducing costs and improving equipment reliability.

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

Conf42

Machine Learning for Smarter Expense Management

Discover how machine learning transforms expense management through smart forecasting, data foundations, and advanced analytics for better financial decision-making.

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

Conf42

Harnessing Machine Learning to Combat E-commerce Fraud

Discover how machine learning transforms e-commerce fraud detection through supervised/unsupervised techniques, feature engineering, and hybrid systems for scalable protection.

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

Conf42

Revolutionizing Data Management - AI-Optimized Block Storage and Machine Learning Integration

Explore AI-optimized block storage solutions, predictive analytics, intelligent data tiering, and ML techniques to revolutionize enterprise data management systems.

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

Center for Language & Speech Processing(CLSP), JHU

Differentiable Modeling for Machine Learning

Explore differentiable forward modeling techniques that integrate scientific knowledge with deep learning for sparse data domains and inverse problem solving.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Center for Language & Speech Processing(CLSP), JHU

Differentiable Modeling for Machine Learning

Explore differentiable forward modeling in machine learning, combining scientific knowledge with deep learning for sparse data domains like computer graphics and acoustics.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

BIMSA

PDEs Meet Machine Learning - Integrating Numerics and Control

Explore how partial differential equations integrate with machine learning through numerical methods and control theory applications.

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

BIMSA

Towards a Statistical Foundation for Machine Learning Methods

Explore statistical foundations underlying modern machine learning methods with Johannes Schmidt-Hieber in this comprehensive mathematical analysis.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

BIMSA

Machine Learning for the Sciences - Toward Understanding

Discover how machine learning transforms scientific research and enhances understanding across disciplines with expert insights from Klaus-Robert Müller.

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

BIMSA

Combining Physics with Machine Learning to Improve Climate Modeling

Discover how machine learning enhances climate modeling by integrating physics-based approaches for more accurate environmental predictions and understanding.

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

ATOMS UFRJ

From Noise to Knowledge - Stochastic Machine Learning for Materials Design

Discover how stochastic machine learning transforms noisy data into actionable knowledge for advanced materials design and engineering applications.

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

INI Seminar Room 2

On Selection Bias and Fairness Issues in Machine Learning

Explore selection bias and fairness challenges in machine learning algorithms with insights from statistical theory and practical applications.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video