Data science combines programming, statistics and machine learning to find patterns and make predictions. If you are thinking about a data science course in Bangalore, this guide shows what you learn, in what order, and where it can lead.
What does a data scientist do?
A data scientist cleans data, finds patterns, builds models that predict outcomes and explains the results to the business. The work sits between data analytics and artificial intelligence.
Data science syllabus
- Python: core Python, data structures and algorithms, OOPs.
- SQL (MySQL): queries, joins, subqueries, views and window functions.
- Excel and AI: advanced Excel, pivot tables and using AI for formulas and analysis.
- Data analysis in Python: NumPy, Pandas, exploratory data analysis, Matplotlib and Seaborn.
- Statistics: probability, sampling, hypothesis testing and confidence intervals.
- Power BI and Tableau: dashboards, DAX and Power Query.
- Machine learning: regression, decision trees, SVM, KNN, Naive Bayes, random forest, boosting, K-means, hierarchical clustering and PCA, plus model evaluation.
- AI and Gen AI: prompt engineering, chatbots, LangChain and deployment with Streamlit, Flask or Gradio.
Projects worth building
House price prediction, heart disease prediction, breast cancer classification, credit card fraud detection and a Gen AI chatbot. Projects like these show employers you can apply the theory.
Career path
Many people start as data analysts, then move to junior data scientist, machine learning engineer or analytics lead roles as they add statistics and machine learning.
Is it too hard for beginners?
It is demanding, but the maths and Python you need can be learned step by step. If it feels heavy, start with Data Analytics and move to data science later.
Learn it at ScholarLogic
Our Data Science with Gen AI course covers all of the above, with classroom and live online batches and placement support.
Talk to our counselors
For the best price, contact our counselors. Call +91 78923 93639 or book a free demo class at ScholarLogic, BTM Layout, Bangalore. See all our courses.