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Learn Machine Learning Algorithms online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.
University of Illinois Urbana-Champaign
This course, Machine Learning for Accounting with Python, introduces machine learning algorithms (models) and their applications in accounting problems. It covers classification, regression, clustering, text analysis, time series analysis. It also discusses model evaluation and model optimization.…
University of Illinois Urbana-Champaign
One of the most exciting aspects of business analytics is finding patterns in the data using machine learning algorithms. In this course you will gain a conceptual foundation for why machine learning algorithms are so important and how the resulting models from those algorithms are used to find act…
Microsoft
Prepare for a Career in AI & ML Engineering
University of Maryland Baltimore County
Unsupervised learning is a category of machine learning algorithms that use unlabeled data and no prior training. Many algorithms fall into this category. This class will cover the more popular ones of K-Means, DBSCAN and Hierarchical Clustering. The course ends with a capstone project.
Statistics.com
Concern about the harmful effects of machine learning algorithms and AI models (bias and more) has resulted in greater attention to the fundamentals of data ethics. This data science ethics course for both practitioners and managers provides guidance and practical tools to build better models and a…
Statistics.com
AI’s popularity has resulted in numerous well-publicized cases of bias, injustice, and discrimination. Often these harms occur in machine learning projects that have the best of goals, developed by data scientists with good intentions. This course, the second in the data science ethics program for…
Alberta Machine Intelligence Institute
Machine Learning Real World Applications
CodeSignal
Build core artificial intelligence and machine learning algorithms from scratch to understand how they work beneath high-level libraries. This advanced path covers neural networks, clustering, ensembles, optimization, classification, and regression.
University of Illinois Urbana-Champaign
Data-driven decision making potential unlocked
Université de Montréal
Comment tirer profit des milliards de données générées par les activités humaines sans s’y perdre? Inscrivez-vous au MOOC Science des données pour découvrir les concepts fondamentaux qui sont au cœur de l’intelligence artificielle!
Alberta Machine Intelligence Institute
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 neighbours and support vector machines are optimally…
University of Glasgow
This course will introduce MIMIC-III, which is the largest publicly Electronic Health Record (EHR) database available to benchmark machine learning algorithms. In particular, you will learn about the design of this relational database, what tools are available to query, extract and visualise descri…
CodeSignal
Build practical predictive modeling skills in Python using regression techniques and common machine learning algorithms. Learn how to preprocess data, train models, evaluate performance, and improve predictions.
Hamad Bin Khalifa University
Interpret genomic and multi-omic evidence in clinical decisions. This course takes you from molecular genetics and omics technologies through bioinformatics and machine learning to real clinical applications, including disease risk prediction, molecular diagnosis, prognosis, and drug response, and…
Sungkyunkwan University
In this course you will: a) understand the naïve Bayesian algorithm. b) understand the Support Vector Machine algorithm. c) understand the Decision Tree algorithm. d) understand the Clustering. Please make sure that you’re comfortable programming in Python and have a basic knowledge of mathematics…
John Wiley & Sons
Comprehensive Machine Learning Skills Path
Fractal Analytics
In a world where data-driven solutions are revolutionizing industries, mastering advanced machine learning techniques is a pivotal skill that empowers innovation and strategic decision-making. This equips you with the expertise needed to harness advanced machine-learning algorithms. You will delve…
Coursera
In this case study, we will train an unsupervised machine learning algorithm to cluster countries based on features such as economic production, social support, life expectancy, freedom, absence of corruption, and generosity. The World Happiness Report determines the state of global happiness. The…
Coursera
In this project-based course, we will build, train and test a machine learning model to predict employee attrition using features such as employee job satisfaction, distance from work, compensation and performance. We will explore two machine learning algorithms, namely: (1) logistic regression cla…
