Machine Learning Courses and Certifications

Foundations of AI and Machine Learning

Master the fundamentals of AI/ML infrastructure, from data pipelines to deployment platforms. Learn to build robust systems, manage data effectively, select frameworks, and implement production-ready solutions.

• Coursera
• 1 day 11 hours 22 minutes
• On-Demand
• Free Online Course (Audit)

H2O.ai

H2O Cloud AI Developer Services

Discover how to build, deploy, and scale AI solutions using H2O Cloud's comprehensive suite of services for tabular data, NLP, computer vision, and AI-assisted development.

• Coursera
• 57 minutes
• On-Demand
• Free Online Course (Audit)

Corporate Finance Institute

Classification - Fundamentals & Practical Applications

Master classification algorithms from logistic regression to SVM, implementing them in Excel and Python while learning to evaluate model performance and interpret results for business decision-making.

• Coursera
• 2 hours 58 minutes
• On-Demand
• Free Online Course (Audit)

The New DBification of ML-AI

Explore the intersection of ML/AI and databases, addressing scalability and usability challenges in ML systems through database principles and techniques.

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

Machine Learning for Semiconductor Quantum Devices

Learn how to deploy artificial intelligence to control and calibrate semiconductor quantum computing chips

• edX
• 6 weeks, 6-7 hours a week
• On-Demand
• Free Online Course (Audit)

University of Tübingen

Statistical Machine Learning

2 reviews

Comprehensive exploration of machine learning concepts, from basic algorithms to advanced topics like kernels, dimensionality reduction, and clustering, with insights on societal impact and practical applications.

• YouTube
• 1 day 9 hours
• On-Demand
• Free Online Course

IIT Madras;  NPTEL

Machine Learning

2 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

Machine Learning

2 reviews

Comprehensive introduction to machine learning, covering neural networks, deep learning, and popular frameworks like TensorFlow and PyTorch through hands-on tutorials and practical applications.

• freeCodeCamp
• 60 hours
• On-Demand
• Free Video

The AI University

Machine Learning Data Pre-processing and Data Wrangling Using Python

2 reviews

Master Python data preprocessing techniques for machine learning, including handling missing values, encoding, scaling, outlier detection, and data transformation using popular libraries.

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

Great Learning

Machine Translation

2 reviews

Explore AI-powered language translation, from statistical models to neural networks. Learn about RNNs, LSTMs, and sequence-to-sequence models, with a practical English-to-French translation example.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Machine Learning for Everybody – Full Course

2 reviews

Comprehensive introduction to machine learning concepts and TensorFlow implementation, covering classification, regression, neural networks, and unsupervised learning techniques for beginners.

• freeCodeCamp
• 3-4 hours
• On-Demand
• Free Video

Logistic Regression

Learn to predict discrete outcomes using logistic regression, covering coefficients, maximum likelihood, R-squared, p-values, deviance, and practical implementation in R.

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

Machine Learning, Maths & Ethics: Hands-on

Empowering young people, especially women, to pursue machine learning careers through hands-on experience, data exploration, model training, and ethical considerations.

• Polimi OPEN KNOWLEDGE
• On-Demand
• Free Certificate

Machine Learning

Explore techniques transforming industries: supervised, unsupervised, and reinforcement learning. Gain insights into AI's impact on various sectors and daily life.

• Polimi OPEN KNOWLEDGE
• On-Demand
• Free Certificate

Learn to build, deploy, and monitor smart chatbots using AWS services like Amazon Polly and Lex, enhancing user experience and gathering valuable insights.

• Independent
• 3-4 hours
• On-Demand
• Free Online Course