Build a predictive model to identify potable water using chemical measurements, evaluating model performance and feature importance for decision support.

Explore how machine learning can reveal key chemical traits that distinguish high-quality red wines using real-world data.

Here we will briefly describe all the courses on the track and consider how you can apply the gained knowledge in practice.

Preprocessing Data is an important step in the process of analyzing data and ML problem-solving. Preparing, cleaning, and scaling data can help to make the process easier and faster. Data preprocessing is a vast area: there are various methods and approaches, and in this course, you'll learn the main ones.

Principal component analysis is one of the most popular data dimensionality reduction algorithms. This course will help to understand how to create PCA models and analyze the results. Let's start!

We meet probability every day but do not even recognize it! This course will introduce you to the basic terms. We will combine math and programming learning with real-life examples.

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Product Management Foundations offers a practical introduction to the core principles, tools, and techniques every product manager needs. You'll explore how to define product vision, map user needs, and build roadmaps that align strategy with execution. Through hands-on exercises, you'll learn to create user personas, validate ideas through prototyping, and present your product with clarity and impact. By the end, you'll be equipped to guide a product from concept to pitch with confidence.

Learn the fundamental and advanced concepts needed to work with PyTorch efficiently. Gain a solid understanding tensors, including creation, operations, and reshaping. Explore the essentials of gradients, backpropagation, and linear regression before moving on to handling datasets. Master the skill needed build, train, and evaluate neural networks.

Music

Python Data Analytics course with Sport tasks

A data type is a classification of data. Python, like most programming languages, supports such basic types of data as strings, numeric, and logical types. For programmers, one of the most important basic skills is a deep understanding of data types and data structures. So, let's get to know Python datatypes!

Thanks to this course, you will learn what functions are, how to create them correctly in python. Start your course with introductory exercises, a structure for creating functions, and basic examples. in the end, you will learn what recursion is, how recursive functions are implemented in python, and you will also learn how to create more complex functions that, in your further practice, will greatly simplify and optimize your code.

Welcome to the Python Knight Course! This engaging and interactive course is designed to introduce you to the fundamentals of Python programming through a fun and educational game. You'll guide a knight through various challenges, using Python to control movements and interact with objects like coin. Starting with the basics, you'll learn how to navigate the map, pick up and place coins, and gradually progress to more complex programming concepts such as functions, loops, and conditional statements. Each chapter offers hands-on practice to reinforce your learning, culminating in exciting challenges that test your skills. Whether you're a complete beginner or looking to sharpen your coding abilities, this course provides a comprehensive and enjoyable learning experience. Join us and become a coding knight!

This mini-course helps beginners understand the Python loops more deeply. This very basic concept solves a lot of problems in coding, especially algorithmic-based problems. You'll be coding different types of loops present in Python and using some helpful features.