Hardcore Machine Learning

Hard ML is not a standard machine learning course. My team did not limit itself to just training models and decided to cover absolutely all stages of the work of an ML engineer. You will learn how to independently collect and mark up data, build pipelines for their delivery, deploy applications, set up monitoring and evaluate the effectiveness of algorithms.

You will get the deepest possible immersion in the challenges that modern business faces. Each course topic will be discussed using real cases. By the end of each module, you will have your own ML service that solves a complex and important problem. This course will test the strength of any ML specialist, so go for it - I believe in you!

WHO IS THIS PROGRAM FOR:

ML developer

You already have experience work in areas related to machine learning and want to understand how to solve specific problems.

Team Lead

The program will help you understand how best to create a service that can solve complex business problems using machine learning. From the moment the problem is set to the launch of the application based on ML algorithms.

COURSE PROGRAM:

YOU WILL LEARN:< /p>

Dynamic pricing

We will teach you how to do dynamic pricing based on machine learning, which will allow you to maximize profits in the company you work for and build a balance between traffic and revenue and margin.

Matching

Matching solves several important problems for any company. You will learn to identify duplicate products by their names. Learn to match buyers online, in app, and offline. You will be able to monitor prices constantly

Uplift modeling

We will teach you how to do uplift modeling from setting the task to implementation. This type of modeling will allow us to take into account changes in customer behavior that, for example, were caused by an advertising campaign (implementation of the next best action model). Thanks to this model, it will be possible to plan and promptly offer the right promotions and special prices to certain customers.

A/B testing using ML

You will learn how to use ML algorithms to speed up A/B tests. In addition, tests will become much more sensitive, and tests that perform poorly can be quickly identified and disabled.

Keeping the ML model alive

ML models with they die over time. To prevent this from happening, she needs to be further educated. We will teach you how to do it correctly.