Search results for machine learning

Machine Learning

380 reviews

Machine learning is the science of getting computers to act without being explicitly programmed. This course provides a broad introduction to machine learning, datamining, and statistical pattern recognition.

• Coursera
• 61 hours a week, 11 weeks long
• 28th Sep, 2020
• Free Online Course (Audit)

Goldsmiths University of London

Machine Learning for Musicians and Artists

90 reviews

Have you ever wanted to build a new musical instrument that responded to your gestures by making sound? Or create live visuals to accompany a dancer? Or create an interactive art installation that reacts to the movements or actions of an audience? If so,…

• Kadenze
• 7 weeks long
• On-Demand
• Free Online Course

• Best of All Time

IIT Madras;  NPTEL

Machine Learning

1 review

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
• 36 hours worth of material
• On-Demand
• Free Online Course

University of Tübingen

Probabilistic Machine Learning

This playlist collects the lectures on Probabilistic Machine Learning by Philipp Hennig at the University of Tübingen during the Summer Term of 2020. The lectures were recorded for online teaching during the Covid19 pandemic. They are publicly available…

• YouTube
• 40 hours worth of material
• On-Demand
• Free Online Course

University of Tübingen

Statistical Machine Learning

1 review

Syllabus: Introduction - Probabilistic and Statistical Machine Learning 2020. Statistical Machine Learning Part 1 - Machine learning and inductive bias. Statistical Machine Learning Part 2 - Warmup: The kNN Classifier. Statistical Machine Learning Part…

• YouTube
• 33 hours worth of material
• On-Demand
• Free Online Course

University of Tübingen

Mathematics for Machine Learning

Syllabus: Welcome!. (A) Linear algebra 1: Vector spaces. (A) Linear algebra 2: Basis and dimension. (A) Linear algebra 3: Direct sum. (A) Linear algebra 4: Linear maps, kernel, range. (A) Linear algebra 5: Matrices. (A) Linear algebra 6: Invertible maps…

• YouTube
• 41 hours worth of material
• On-Demand
• Free Online Course

University of Tübingen

Introduction to Machine Learning

Syllabus: Introduction to Machine Learning - 01 - Baby steps towards linear regression. Introduction to Machine Learning - 02 - Multiple linear regression and SVD. Introduction to Machine Learning - 03 - Likelihood, bias, and variance. Introduction to Ma…

• YouTube
• 11 hours worth of material
• On-Demand
• Free Online Course

In this course, you'll learn how to apply Supervised, Unsupervised and Reinforcement Learning techniques for solving a range of data science problems.

• Udacity
• 16 weeks long
• On-Demand
• Free Online Course

Machine Learning: Classification

9 reviews

Case Studies: Analyzing Sentiment & Loan Default Prediction In our case study on analyzing sentiment, you will create models that predict a class (positive/negative sentiment) from input features (text of the reviews, user profile information,...). In…

• Coursera
• 21 hours worth of material, 7 weeks long
• 6th Feb, 2023
• Free Online Course (Audit)

This is an introductory course in machine learning (ML) that covers the basic theory, algorithms, and applications. ML is a key technology in Big Data, and in many financial, medical, commercial, and scientific applications. It enables computational syst…

• Independent
• 10 weeks long
• On-Demand
• Free Online Course

Machine Learning: Regression

20 reviews

Case Study - Predicting Housing Prices In our first case study, predicting house prices, you will create models that predict a continuous value (price) from input features (square footage, number of bedrooms and bathrooms,...). This is just one of the…

• Coursera
• 22 hours worth of material, 6 weeks long
• 6th Feb, 2023
• Free Online Course (Audit)

Alberta Machine Intelligence Institute

Introduction to Applied Machine Learning

705 ratings at Coursera

This course is for professionals who have heard the buzz around machine learning and want to apply machine learning to data analysis and automation. Whether finance, medicine, engineering, business or other domains, this course will introduce you to prob…

• Coursera
• 6-7 hours worth of material, 4 weeks long
• 13th Feb, 2023
• Free Online Course (Audit)

Alberta Machine Intelligence Institute

Data for Machine Learning

96 ratings at Coursera

This course is all about data and how it is critical to the success of your applied machine learning model. Completing this course will give learners the skills to: Understand the critical elements of data in the learning, training and operation phases U…

• Coursera
• 12 hours worth of material, 4 weeks long
• 6th Feb, 2023
• Free Online Course (Audit)

Alberta Machine Intelligence Institute

Machine Learning Algorithms: Supervised Learning Tip to Tail

405 ratings at Coursera

This course takes you from understanding the fundamentals of a machine learning project. Learners will understand and implement supervised learning techniques on real case studies to analyze business case scenarios where decision trees, k-nearest neighbo…

• Coursera
• 9-10 hours worth of material, 4 weeks long
• 13th Feb, 2023
• Free Online Course (Audit)

Alberta Machine Intelligence Institute

Optimizing Machine Learning Performance

45 ratings at Coursera

This course synthesizes everything your have learned in the applied machine learning specialization. You will now walk through a complete machine learning project to prepare a machine learning maintenance roadmap. You will understand and analyze how to d…

• Coursera
• 12 hours worth of material, 4 weeks long
• 6th Feb, 2023
• Free Online Course (Audit)