Machine Learning Courses and Certifications

MLOps World: Machine Learning in Production

CyclOps: A Framework for Data Extraction, Model Evaluation and Drift Detection in Clinical Machine Learning

Explore CyclOps, a unified framework for healthcare ML, enabling data extraction, model evaluation, and drift detection in clinical settings. Streamline development of robust AI models.

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

Broad Institute

Decoding Cell Fates through Single Cell Genomics, Imaging, and Machine Learning

Explore decoding cell fates using single-cell genomics, imaging, and machine learning techniques in this cutting-edge symposium presentation by Dr. Jian Shu.

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

Broad Institute

Interpretable Machine Learning for Model Oversight and Insight

Explore interpretable machine learning techniques for model oversight and gaining valuable insights with Finale Doshi-Velez in this colloquium on AI applications in biomedicine.

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

Broad Institute

PROTPARDELLE: An All-Atom Protein Generative Model - Broad Institute Machine Learning in Drug Discovery Symposium 2023

Explore PROTPARDELLE, an all-atom protein generative model, presented by Stanford's Possu Huang at the Broad Institute's Machine Learning in Drug Discovery Symposium.

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

Cloud Security Alliance

Machine Learning, AI and Security - Efficient Security with AI

Explore the intersection of machine learning, AI, and security for efficient cybersecurity practices in cloud environments.

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

PASS Data Community Summit

Microsoft SQL Server Machine Learning Workloads on Red Hat Enterprise Linux and Red Hat OpenShift

Accelerate machine learning pipelines using SQL Server on Red Hat Enterprise Linux and OpenShift. Learn in-database ML techniques and containerization for efficient model production and deployment.

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

PASS Data Community Summit

Enable Real-time Analytics and Machine Learning with Azure Stream

Explore Azure Stream Analytics for real-time data processing, integrating with Power BI dashboards and Azure ML. Learn to build streaming jobs and implement lambda architecture for data-driven insights.

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

PASS Data Community Summit

Real World Implications of Bias in Coding & Machine Learning

Explore how unconscious bias affects coding and machine learning, learn to identify and mitigate it, and discover inclusive design practices for creating more equitable and effective applications.

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

PASS Data Community Summit

Machine Learning with SQL Server - From the Edge to the Cloud

Explore machine learning options in SQL Server ecosystem, from edge devices to cloud, covering training, testing, and operationalization for various workloads and design patterns.

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

PASS Data Community Summit

Machine Learning, Artificial Intelligence, and Deep Learning Explained

Explore AI, ML, and DL with Buck Woody: learn key differences, use-cases, and implementation options, including SQL Server platform technologies.

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

PASS Data Community Summit

The Evolution of Machine Learning on Hybrid Cloud

Explore upcoming advancements in machine learning with hybrid Azure capabilities, focusing on innovative features and potential applications.

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

PASS Data Community Summit

Machine Learning in C# - Introduction to ML.NET

Discover ML.NET: Build machine learning applications using C# and .NET. Learn data preparation, model evaluation, and deployment techniques for integrating ML capabilities into your .NET projects.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Conference Talk

PASS Data Community Summit

Data for Good - Machine Learning to Improve Water Access in Developing Nations

Leveraging machine learning to analyze global water point data, providing insights for governments to improve water access in developing nations through an accessible web-based tool.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Conference Talk

PASS Data Community Summit

Azure Machine Learning 101

Explore Azure ML's no-code approach to machine learning, from data preparation to model deployment, suitable for both beginners and experienced data scientists.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Conference Talk

PASS Data Community Summit

Improving Data Analytics with Azure Machine Learning

Explore Azure Machine Learning for data analytics, from data classification to model selection, integration, and deployment in Data Factory pipelines, enhancing decision-making and insights.

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