Linear Algebra

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Algorithms with Numbers (Coursera)

This course represents an introduction to algorithms with numbers, including linear algebra problems and arbitrary precision arithmetic, that appear virtually everywhere, from cryptography to audio processing. You will learn how to: implement the basic number theory algorithms like Euclidean algorithm that are basic building blocks for modern cryptography; work [...]
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Generalized Linear Models and Nonparametric Regression (Coursera)

In the final course of the statistical modeling for data science program, learners will study a broad set of more advanced statistical modeling tools. Such tools will include generalized linear models (GLMs), which will provide an introduction to classification (through logistic regression); nonparametric modeling, including kernel estimators, smoothing splines; [...]
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Mathematics for computer vision (Coursera)

The course is devoted to the systematization of the mathematical background of the students necessary for the successful mastering of educational disciplines in the field of computer vision. The course includes sections of mathematical analysis, probability theory, linear algebra.
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Specialized Models: Time Series and Survival Analysis (Coursera)

Sep 20th 2021
Specialized Models: Time Series and Survival Analysis (Coursera)
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This course introduces you to additional topics in Machine Learning that complement essential tasks, including forecasting and analyzing censored data. You will learn how to find analyze data with a time component and censored data that needs outcome inference. You will learn a few techniques for Time Series Analysis [...]
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Sep 20th 2021
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31.00 EUR/month

Deep Learning and Reinforcement Learning (Coursera)

Sep 20th 2021
Deep Learning and Reinforcement Learning (Coursera)
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This course introduces you to two of the most sought-after disciplines in Machine Learning: Deep Learning and Reinforcement Learning. Deep Learning is a subset of Machine Learning that has applications in both Supervised and Unsupervised Learning, and is frequently used to power most of the AI applications that we [...]
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Sep 20th 2021
Course Auditing
31.00 EUR/month

Matrix Algebra for Engineers (Coursera)

This course is all about matrices, and concisely covers the linear algebra that an engineer should know. The mathematics in this course is presented at the level of an advanced high school student, but typically students should take this course after completing a university-level single variable calculus [...]
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Build Regression, Classification, and Clustering Models (Coursera)

Sep 13th 2021
Build Regression, Classification, and Clustering Models (Coursera)
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In most cases, the ultimate goal of a machine learning project is to produce a model. Models make decisions, predictions—anything that can help the business understand itself, its customers, and its environment better than a human could. Models are constructed using algorithms, and in the world of machine learning, [...]
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Sep 13th 2021
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41.00 EUR/month

Advanced Machine Learning and Signal Processing (Coursera)

Sep 13th 2021
Advanced Machine Learning and Signal Processing (Coursera)
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This course, Advanced Machine Learning and Signal Processing, is part of the IBM Advanced Data Science Specialization which IBM is currently creating and gives you easy access to the invaluable insights into Supervised and Unsupervised Machine Learning Models used by experts in many field relevant disciplines. We’ll learn about [...]
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First Steps in Linear Algebra for Machine Learning (Coursera)

The main goal of the course is to explain the main concepts of linear algebra that are used in data analysis and machine learning. Another goal is to improve the student’s practical skills of using linear algebra methods in machine learning and data analysis. You will learn the fundamentals [...]
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