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Machine Learning vs Data Science

Both are taught at techcadd. Here is how they differ on level, tools, projects and where each one can take you.

Side by side

The differences at a glance

FeatureMachine LearningData Science
LevelIntermediateIntermediate
Duration4–6 Months5–6 Months
Who can joinBasic computer skills and school-level maths; no prior programming experience requiredBasic school-level maths; no prior coding experience needed
Key toolsPython, Jupyter Notebook, Google Colab, NumPy, Pandas, SQLPython, Jupyter Notebook, NumPy, Pandas, Matplotlib, Seaborn
What you’ll learnModule 1: Python for Machine Learning · Module 2: Maths and Statistics Essentials · Module 3: Data Handling and Visualisation · Module 4: Supervised LearningModule 1: Foundations of Data Science · Module 2: Python Programming for Data Science · Module 3: Statistics and Probability · Module 4: SQL and Databases
Portfolio projects——
Career rolesMachine Learning Engineer (junior), Data Analyst, Junior Data ScientistData analyst, Business analyst, Junior data scientist
Which to pick

Choose the one that fits your goal

Pick Machine Learning if…

Start with Python, statistics and data handling, then move on to supervised and unsupervised learning, model evaluation and deploying simple models into real applications.

  • Write Python scripts to handle and process data
  • Understand why models behave as they do, not only how to run them
  • Turn messy data into clear, usable insights
Explore Machine Learning

Pick Data Science if…

Learn to collect, clean, analyse and visualise data, then build predictive models that solve real business problems, using Python, SQL, statistics, machine learning and modern visualisation tools.

  • Clean, analyse and visualise real-world datasets confidently
  • Write Python and SQL for everyday analytics work
  • Build and evaluate basic machine learning models
Explore Data Science

Still deciding between the two?

A counsellor can map either course to your degree, schedule and career goal — one call is usually enough.

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