Algorithms

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Advanced Learning Algorithms (Coursera)

Jun 3rd 2024
Advanced Learning Algorithms (Coursera)
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In the second course of the Machine Learning Specialization, you will: build and train a neural network with TensorFlow to perform multi-class classification; apply best practices for machine learning development so that your models generalize to data and tasks in the real world; build and use decision trees and [...]

Machine Learning Models in Science (Coursera)

Jun 3rd 2024
Machine Learning Models in Science (Coursera)
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This course is aimed at anyone interested in applying machine learning techniques to scientific problems. In this course, we'll learn about the complete machine learning pipeline, from reading in, cleaning, and transforming data to running basic and advanced machine learning algorithms. We'll start with data preprocessing techniques, such as [...]
Jun 3rd 2024
Course Auditing
33.00 EUR/month

Application Programming Fundamentals (Coursera)

Jun 3rd 2024
Application Programming Fundamentals (Coursera)
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In Object-Oriented Concepts, we will introduce the core concepts behind modern, object-oriented, programming. We will discuss objects, classes, messaging, inheritance, polymorphism, and more. As with Fundamentals of Programming, we will illustrate the concepts using the Python language, but they will be portable to other object-oriented programming languages. [...]

Foundations of Computer Science (Coursera)

Welcome to Introduction to Programming: Visual Basic. In the course sequence you will learn to write programs that utilize both procedural and object oriented techniques to solve business problems. In the first course in the sequence we will provide you with a solid foundation in the [...]

Everyday Excel, Part 3 (Projects) (Coursera)

"Everyday Excel, Part 3 (Projects)" is a continuation of "Everyday Excel, Parts 1 and Parts 2 ". It is a capstone, projects-based course in which you will apply what you've learned previously to more complex, somewhat open-ended projects (open-ended with respect to the fact [...]

Build Decision Trees, SVMs, and Artificial Neural Networks (Coursera)

Jun 3rd 2024
Build Decision Trees, SVMs, and Artificial Neural Networks (Coursera)
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There are numerous types of machine learning algorithms, each of which has certain characteristics that might make it more or less suitable for solving a particular problem. Decision trees and support-vector machines (SVMs) are two examples of algorithms that can both solve regression and classification problems, but which have [...]

Advanced Data Science Capstone (Coursera)

This project completer has proven a deep understanding on massive parallel data processing, data exploration and visualization, advanced machine learning and deep learning and how to apply his knowledge in a real-world practical use case where he justifies architectural decisions, proves understanding the characteristics of different algorithms, frameworks and [...]

I/O-efficient algorithms (Coursera)

Operations on data become more expensive when the data item is located higher in the memory hierarchy. An operation on data in CPU registers is roughly a million times faster than an operation on a data item that is located in external memory that needs to be fetched first. [...]