Trainings

We would like to invite you to our training.

Based on our experience in the area of Responsible Machine Learning, developed a unique two-day hands-on training. Jump into the topic of eXplainable Artificial Intelligence with our trainers.



Responsible ML

Introduction to Responsible Machie Learning

images/training_xai

The training is conducted once a month in small groups online. Small groups encourage questions and the interactions within the group.

Dates of upcoming trainings in 2022: 21-22 January, 18-19 February, 18-19 March, 22-23 April, 20-21 May.

Agenda

Day 1: We will start with a brief introduction to predictive modelling, then discuss tree based methods and ensembles like random forest and gradient boosting. We will end the day by discussing the hyperparameter tuning procedure.

Day 2: We will start the second day with an introduction to explainable artificial intelligence. We discuss variable importance followed by Partial Dependence profiles, Shapley values, the LIME method and Ceteris Paribus profiles.

Each block includes a presentation on the method, a hands-on session and Q&A.

Prerequisites

We assume that participants have a basic knowledge of the language in which the training is conducted (R or Python). They can load data, perform simple EDA and build any predictive model, e.g. regression model.

Language

Depending on the group’s preference, the hands-on part can be carried out in R (mlr3 + DALEX) or Python (scikit-learn + dalex).

The methodology part does not depend on the language.

Price

Price of the two-day online training: 899 EUR / 999 USD.

Discounts available for groups of more than one person.

If you are interested in private training for a group from your company please contact with us.

Each participant will receive a paper materials in a form of a comic book https://betaandbit.github.io/RML/.

Book your training

To book a training please contact with trainings(at)solutions42.ai.