Machine Learning Courses and Certifications

Stanford CS229 - Machine Learning - Summer 2019 - Kernel Methods & Support Vector Machine

Explore kernel methods and Support Vector Machines in machine learning, focusing on advanced techniques for data classification and pattern recognition in complex datasets.

• YouTube
• 1 hour 55 minutes
• On-Demand
• Free Video

IIT Madras;  NPTEL

Machine Learning

3 reviews

In this course we intend to introduce some of the basic concepts of machine learning from a mathematically well motivated perspective. We will cover the different learning paradigms and some of the more popular algorithms and architectures used in each o…

• YouTube
• 1 day 12 hours
• On-Demand
• Free Video

Learn the basics of Machine Learning in this introductory course.

• Codecademy
• 20 hours
• On-Demand
• Free Trial Available

Intro to Machine Learning

2 reviews

Learn the core ideas in machine learning, and build your first models.

• Kaggle
• 3 hours
• On-Demand
• Free Certificate

Intermediate Machine Learning

2 reviews

Handle missing values, non-numeric values, data leakage, and more.

• Kaggle
• 4 hours
• On-Demand
• Free Certificate

Amazon Web Services;  Amazon

Machine Learning Terminology and Process

2 reviews

Explore machine learning fundamentals, terminology, and process steps. Gain insights into common techniques used in ML projects for a comprehensive understanding of the field.

• AWS Skill Builder
• 8 hours
• On-Demand
• Free Certificate

Machine Learning & AI Foundations: Linear Regression

171 ratings at LinkedIn Learning

Expand your data science skills by learning how to leverage the concepts of linear regression to solve real-world problems.

• LinkedIn Learning
• 4 hours 5 minutes
• On-Demand
• Free Trial Available

Machine Learning with Python for Managers

Master machine learning with Python for business applications, from basic concepts to advanced techniques like regression, classification, clustering, and time series forecasting for improved decision-making.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Machine Learning and AI Foundations: Clustering and Association

132 ratings at LinkedIn Learning

Learn how to use cluster analysis, association rules, and anomaly detection algorithms for unsupervised learning.

• LinkedIn Learning
• 3 hours 33 minutes
• On-Demand
• Free Trial Available

Machine Learning and AI Foundations: Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions

121 ratings at LinkedIn Learning

Learn best practices for how to produce explainable AI and interpretable machine learning solutions.

• LinkedIn Learning
• 2 hours 10 minutes
• On-Demand
• Free Trial Available

IIT Madras;  NPTEL

Introduction to Machine Learning

1 review

Comprehensive introduction to machine learning concepts, algorithms, and paradigms. Covers statistical theory, regression, classification, neural networks, decision trees, ensemble methods, and clustering techniques.

• Swayam
• 12 weeks, 3-4 hours a week
• On-Demand
• Free Online Course

IIT Madras;  NPTEL

Machine Learning for Engineering and science applications

1 review

This course aims to provide a broad overview of modern algorithms in ML, so that engineers may apply these judiciously.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Machine Learning: Random Forests & Decision Trees

114 ratings at Codecademy

Explore decision trees and random forests for pattern recognition in data, learning implementation techniques and understanding model limitations for effective machine learning applications.

• Codecademy
• 3 hours
• On-Demand
• Free Trial Available

Gradio Course - Create User Interfaces for Machine Learning Models

1 review

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

Amazon Web Services;  Amazon

Introduction to Machine Learning: Art of the Possible

1 review

Explore machine learning fundamentals for business leaders, covering AI basics, ML applications, potential challenges, and market opportunities in this concise AWS course.

• AWS Skill Builder
• On-Demand
• Free Certificate