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Machine Learning vs Data Analytics

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 Analytics
LevelIntermediateBeginner
Duration4–6 Months3–4 Months
Who can joinBasic computer skills and school-level maths; no prior programming experience requiredBasic computer use; no programming or technical background required
Key toolsPython, Jupyter Notebook, Google Colab, NumPy, Pandas, SQLMicrosoft Excel, Google Sheets, SQL, MySQL, PostgreSQL, Python
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: Data Analytics Foundations · Module 2: Advanced Excel for Analysis · Module 3: SQL for Data Analysis · Module 4: Statistics for Analysts
Portfolio projects——
Career rolesMachine Learning Engineer (junior), Data Analyst, Junior Data ScientistData Analyst, Business Analyst, MIS Executive
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 Analytics if…

Learn to collect, clean, analyse and present data using the tools employers actually ask for, such as Excel, SQL, Power BI, Tableau and Python, through real datasets and hands-on projects.

  • Clean and prepare raw data from spreadsheets and databases
  • Write SQL queries to answer business questions
  • Build dashboards in Power BI and Tableau
Explore Data Analytics

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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