Machine Learning Courses and Certifications

Great Learning

Decision Tree in Data Mining and Machine Learning - Algorithm Tutorial

This 'Decision Tree in Data Mining' video will help you to comprehensively learn all the concepts of decision tree such as Impurity, Gini index, and pruning.

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

Great Learning

Statistics for Machine Learning - Full Course

Comprehensive overview of statistical concepts for machine learning, covering probability, distributions, hypothesis testing, and practical implementation in R.

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

Great Learning

Linear Regression Machine Learning - Linear Regression in R and Python

This “Linear Regression” Tutorial by Great Learning would help you to comprehensively learn all the underlying concepts of Linear Regression. You will also learn how to implement linear regression in both R language and Python language

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

TensorFlow

Cloud TPU Pods - AI Supercomputing for Large Machine Learning Problems

Explore Cloud TPU Pods for AI supercomputing, enabling large-scale model parallelism in deep learning. Learn technical details and new TensorFlow features for accelerating machine learning workloads.

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

TensorFlow

Machine Learning on Your Device - The Options

Explore TensorFlow's options for integrating machine learning into mobile apps and edge devices, from model training to deployment using TensorFlow Lite.

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

TensorFlow

Advances in Machine Learning and TensorFlow - Google I/O '18

Explore cutting-edge machine learning applications in robotics, astronomy, and art through short presentations by top TensorFlow researchers at Google I/O '18.

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

Derek Banas

Probability for Data Science & Machine Learning

Comprehensive overview of probability concepts for data science and machine learning, covering key formulas and real-world applications in a concise, accessible format.

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

Bryan Cafferky

Azure Databricks - Azure + Spark + Machine Learning

Explore Azure Databricks: Combine Azure, Spark, and machine learning. Learn key features through demonstrations and understand its advantages for big data processing and analytics.

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

Unity

Democratize Machine Learning - ML-Agents Explained

Explore Unity ML-Agents: an open-source toolkit bridging Unity and machine learning. Learn about reinforcement and imitation learning techniques for innovative game development and AI applications.

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

sentdex

Unsupervised Machine Learning - Flat Clustering with KMeans with Scikit-Learn and Python

Explore flat clustering with KMeans using Scikit-learn and Python. Learn to categorize unlabeled data into specified groups through hands-on coding and visualization techniques.

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

Photoshop Training Channel

The Amazing Power of Photoshop's Machine Learning Filters

Explore Photoshop's Neural Filters to streamline complex workflows using machine learning. Learn to apply non-destructive, generative filters and unleash creative ideas in seconds.

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

IEEE

Membership Inference Attacks against Machine Learning Models

Explore membership inference attacks on machine learning models, focusing on techniques to determine if specific data was used in training, with implications for privacy and security in ML applications.

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

Strange Loop Conference

Machine Learning Failures - For Art

Explore hilarious machine learning failures in art, from cookie recipes to pony classification, and learn how to deliberately create amusing AI mistakes.

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

Alan Turing Institute

Optimal Transport for Machine Learning - Gabriel Peyre, Ecole Normale Superieure

Explore optimal transport in machine learning, covering Kantorovitch's formulation, entropic regularization, and applications in generative models and GANs. Gain insights into cutting-edge advances in data science.

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

Alan Turing Institute

A Review of Machine Learning Techniques for Anomaly Detection - Dr. David Green

Explore machine learning techniques for anomaly detection, covering traditional methods, deep neural networks, and practical applications in various domains.

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