Technologies / Data & Analytics

Data Science Workshop — hands-on data analysis and predictive modeling

Intensive hands-on workshop focused on data analysis and building predictive models using real-world datasets. Participants work in teams on actual business challenges — from data exploration and feature engineering to model building and presenting results. The training combines theory with practice in a competitive team-based format.

Why choose this workshop?

Traditional data analysis training often stops at theory. Our workshop is an intensive, hands-on experience working with real datasets — from initial exploration to a complete predictive model with business recommendations.

Participants work in teams on a specific analytical challenge. Over 2 days, they go through the full data science project cycle: data exploration, cleaning and transformation, model building, optimization, results visualization, and presentation before a jury panel.

The competitive team-based format drives engagement and enables learning from other participants. This is practical experience that directly translates to everyday data work.

What makes our approach different?

EITT training is based on real data and business scenarios — not textbook examples. Our practitioner-trainers lead workshops using proven data methodologies applied in commercial projects.

With over 2,500 trainings in our portfolio and a 4.8/5 participant rating, EITT is a trusted partner in data science competency development. Our experts share up-to-date knowledge and tools that actually work in production environments.

Looking for a workshop based on your company’s data? Contact us — we’ll prepare a program built around your real analytical challenges.

Benefits

Independent data exploration and preparation (cleaning, transformation, feature engineering)
Building and evaluating predictive models using Python or R
Visualizing results and creating dashboards with key insights
Team-based work on an analytical challenge under time constraints
Presenting results and business recommendations to a panel
Evaluating model quality and selecting appropriate metrics

Who is this training for?

Data analysts and business analysts

Data Scientists and ML Engineers

BI and reporting developers

Data science team leaders

Professionals transitioning into data roles

Prerequisites

Basic knowledge of data analysis and statistical concepts
Experience with Python or R (basic level)
Understanding of machine learning fundamentals (regression, classification)
Familiarity with data visualization tools

Training program

Workshop format introduction — rules, teams, tools
Business challenge and dataset presentation
Exploratory data analysis (EDA) — distributions, correlations, missing values
Data cleaning and transformation — handling missing values, encoding, normalization
Feature engineering — creating new variables, feature selection
Building baseline models

Model optimization — hyperparameter tuning, cross-validation
Model comparison and best approach selection
Results visualization — building dashboards and charts
Preparing presentations with business insights and recommendations
Team presentations before jury — model quality, visualization, business value
Summary, feedback and best practices

Delivery Methods

Online

Convenience of participating from anywhere
Interactive live sessions with trainer
Materials available for 30 days
No travel costs

On-site

Direct contact with trainer and group
Intensive hands-on workshops
Networking with other participants
Full focus on learning

Frequently asked questions

Who is this workshop designed for?

The workshop is designed for data analysts, data scientists, BI developers and professionals working with data who want to develop practical skills in model building and data analysis. Required level: intermediate.

How long is the workshop?

The workshop lasts 2 days (16 hours). Available in online or on-site format.

What tools are required?

Participants work in Python (Jupyter Notebook, pandas, scikit-learn, matplotlib) or R. We set up the environment before the training.

Will I receive a certificate?

Yes — every participant receives a completion certificate confirming acquired competencies. EITT holds ISO 9001 accreditation.

Can the workshop be customized for our team?

Yes — we offer closed workshops dedicated to companies. We customize the program based on your team's data and challenges. Contact us for an individual quote.