Social And Emotional Learning Courses

Institute for Advanced Study

Everything You Wanted to Know About Machine Learning but Didn't Know Whom to Ask - Sanjeev Arora

Explore machine learning fundamentals, from text classification to image recognition, with insights on optimization, unsupervised learning, and language models in this comprehensive seminar.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Institute for Advanced Study

A Practical Guide to Deep Learning - Richard Zemel

Explore deep learning fundamentals, from perceptrons to neural networks, with practical insights on object recognition, vision, and advanced techniques like regularization.

• YouTube
• 2 hours 3 minutes
• Self-Paced
• Free Video

Traversy Media

Machine Learning Crash Course With ML.NET

Comprehensive introduction to machine learning concepts and hands-on demonstration using ML.NET, covering key processes from data loading to model evaluation with practical C# examples.

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

Spahn's Science Lectures

General Astronomy - Learning From Light

Explore light's secrets: spectra, blackbody radiation, and the Doppler effect. Uncover how astronomers decipher celestial information through spectral analysis and temperature-color relationships.

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

Ryan O'Donnell

Learning About Quantum States - Majorization Theorems for the RSK Process

Explore combinatorial theorems on RSK process applied to random words, focusing on Young diagram majorization in different scenarios.

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

CAE in Cybersecurity Community

Automated Software Vulnerability Detection with Deep Learning for Natural Language Processing

Explore deep learning techniques for automated software vulnerability detection using natural language processing, covering data sets, pretraining, architecture, and results.

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

CAE in Cybersecurity Community

What You See Is Not What You Get - Discovering-Tracking Ad-Driven Social Engineering Attack Campaigns

Explore techniques for uncovering and monitoring social engineering attacks driven by online advertisements, with insights on ad networks, tracking methods, and measurement strategies.

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

Databricks

Drug Repurposing Using Deep Learning on Knowledge Graphs

Explore deep learning on knowledge graphs for drug repurposing, covering graph building, latent relationship prediction, and application to existing drugs for new treatments.

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

Databricks

Auto-Train a Time-Series Forecast Model with Azure Machine Learning and Azure Databricks

Discover how to efficiently build accurate forecasting models at scale using Azure Machine Learning and Azure Databricks, enhancing enterprise AI/ML capabilities for various industries.

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

Databricks

What's New with Databricks Machine Learning

Explore Databricks' latest ML innovations, from data preparation to model deployment, in a detailed demo showcasing simplified lifecycle management and enhanced productivity features.

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

Databricks

Interpretable Machine Learning - Data Brew Season 2 Episode 7

Explore interpretable machine learning with Ameet Talwalkar, discussing its relation to data privacy, fairness, and practical applications in this insightful interview on cutting-edge ML research.

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

Databricks

Apache Spark, Data Science, and Machine Learning Advances - Data + AI Summit 2021 Keynote

Explore AI advancements, data science, MLOps, and Databricks Lakehouse Platform innovations. Featuring industry leaders and Bill Nye, this keynote covers MLFlow updates, AutoML, and practical machine learning solutions.

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

Databricks

Developing Scalable Machine Learning Pipelines for Gaming Industry

Explore scalable ML pipelines in gaming, leveraging Apache Spark for data-driven product development and improved user acquisition through advanced LTV modeling.

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

Databricks

Efficient Query Processing for Unstructured Data Using Machine Learning

Explore efficient query processing techniques for unstructured data using machine learning, including proxy scores and clustering methods to accelerate analysis and reduce costs.

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

Databricks

Introducing MLflow for End-to-End Machine Learning on Databricks

Learn to predict life expectancy using health data with MLflow. Covers data engineering, exploration, model tuning, and deployment on Databricks' unified analytics platform powered by Apache Spark.

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