Skip to main content
Univelcity
EngineeringBeginner

Data Science

Anyone can run a model. A Data Scientist turns data into decisions.

Who it's for

Anyone ready to extract insight, not just extract data.

  • Analysts who want to move beyond dashboards into prediction and experimentation.
  • Engineers and product people who want to understand what the data actually says.
  • Career changers with quantitative backgrounds ready to build a new skill.

What you'll build

A complete data science project with real business impact.

End-to-end pipeline from raw data to deployed model including exploratory analysis, feature engineering, model selection, and a documented business recommendation built on real datasets and shipped as a portfolio case study.

Who it's for

Anyone ready to extract insight, not just extract data.

  • Analysts who want to move beyond dashboards into prediction and experimentation.
  • Engineers and product people who want to understand what the data actually says.
  • Career changers with quantitative backgrounds ready to build a new skill.
  1. 01
    Data fundamentals

    Python, pandas, SQL, and handling messy real-world data.

  2. 02
    Exploration & analysis

    Statistical thinking, visualization, and asking the right questions.

  3. 03
    Modeling & experimentation

    Supervised learning, evaluation, and knowing when your model actually works.

  4. 04
    Impact & iteration

    A/B testing, communicating findings, and shipping predictions that matter.

01

Small cohorts, real projects

Work on datasets that matter with feedback every week.

02

Learn by doing

No theory divorced from practice. Every algorithm lands in your portfolio project.

03

Taught by practitioners

Learn from people building models at real companies, making real trade-offs.

04

Leave with proof

A certification and a portfolio piece you can show an employer.

The courses

Pick where you want to build.

Six courses, from your first app to architecting production systems.

Are these live or recorded?

Every course is taught live, online, in a small cohort.

Do I need a technical background?

It depends on the course. Each course page is clear about who it's for.

What do I walk away with?

A recognised certification and a portfolio artifact — the thing you built.

Start building this month.

Find the course that fits where you are.