Machine Learning Courses and Certifications

Machine Learning

Explore machine learning models through hands-on tutorials in Python and Julia, covering clustering, regression, neural networks, and more. Practical examples with code provided.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Video

Reinforcement Learning

Explore the fundamentals and advanced concepts of Reinforcement Learning in this comprehensive tutorial series.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Clustering

Discover data structure through clustering algorithms, learning to identify concentration regions and uncover hidden patterns in datasets.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

E2EML - How Selected Models and Methods Work

Explore key machine learning algorithms and methods, including decision trees, Bayes Theorem, autocorrelation, Support Vector Machines, and k-nearest neighbors, in this comprehensive video series.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

How Optimization for Machine Learning Works

Explore the fundamentals of optimization in machine learning through a comprehensive four-part video series, covering key concepts and techniques.

• YouTube
• 30 minutes
• On-Demand
• Free Video

How to Choose Model

Learn strategies for selecting the right machine learning model, including comparing models, handling noise, choosing loss functions, data splitting, and understanding assumptions.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Machine Learning 1 - 2020

Comprehensive introduction to machine learning fundamentals, covering probability theory, regression, classification, neural networks, clustering, and advanced topics like kernels and Gaussian processes.

• YouTube
• 21 hours
• On-Demand
• Free Video

Great Learning

Linear Discriminant Analysis - Discriminant Analysis Tutorial - Machine Learning Tutorial

Explore Linear Discriminant Analysis for dimension reduction and pattern classification in machine learning. Learn its applications, core mathematics, and practical implementation through exercises and examples.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

Great Learning

Decision Tree Algorithm Tutorial - Machine Learning and Example

Comprehensive tutorial on decision tree algorithms, covering types, splitting criteria, case studies, and applications in machine learning. Ideal for beginners and professionals seeking practical knowledge.

• YouTube
• 1 hour 58 minutes
• On-Demand
• Free Video

New Capabilities in Form Recognizer and PyTorch in Visual Studio Code - Episode 6

Explore new Form Recognizer capabilities for efficient document processing and learn about PyTorch integration in Visual Studio Code to enhance machine learning development workflows.

• YouTube
• 2 hours 4 minutes
• On-Demand
• Free Video

Understanding the Machine Learning Process and Embedding Models into Apps

Learn to build ML models with Azure ML and VS Code, operationalize them in apps, and implement MLOps practices. Covers PyTorch Lightning, model prediction, and integration with DevOps and Kubernetes.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Gradio Course - Create User Interfaces for Machine Learning Models

Learn to create user interfaces for machine learning models using Gradio, covering components, inputs, debugging, UI/UX improvement, sharing, and deployment on Hugging Face Spaces.

• freeCodeCamp
• 1-2 hours
• On-Demand
• Free Video

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

Learn machine learning with Python and TensorFlow. Build neural networks for diabetes prediction and wine review classification. Covers key concepts and practical implementation.

• freeCodeCamp
• 1-2 hours
• On-Demand
• Free Video

BioinformaticsDotCA

CBW's Machine Learning Workshops May 25-26, 2021

Comprehensive workshop on machine learning in bioinformatics, covering decision trees, neural networks, hidden Markov models, and practical applications using Keras and Scikit-Learn.

• YouTube
• 7 hours
• On-Demand
• Free Video

Great Learning

Application of Classification Algorithms

Explore popular classification algorithms, their comparisons, and real-world applications through a case study on employee promotion prediction using various techniques.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Free Video