24 Beginner Questions About Python, Java, Data, Cloud and Digital Marketing

These questions explain the tools and skills you will encounter when exploring six IT and marketing courses. Each section includes a practical starting point.

Python Full Stack

What is Python?

Python is a general-purpose programming language used for web development, automation and data analysis.

What is Django in Python?

Django is a Python web framework with tools for routing requests, working with databases and managing user accounts.

Where does React fit in a Python full-stack app?

React builds the interface a user sees. A Python backend can expose an API that React calls to read or update data.

What is a good first Django project?

Build a task tracker. Let users sign in and create, edit, complete and delete their own tasks. Test that one user cannot edit another user’s tasks.

Java Full Stack

What is Java?

Java is a programming language used for backend services and business software. Compiled Java code runs on systems with a compatible Java Virtual Machine.

What is Spring Boot used for?

Spring Boot reduces the setup needed to build and run Spring applications, such as a REST API connected to a database.

What is the difference between Java and JavaScript?

Java and JavaScript are separate languages. A common full-stack setup uses Java on the server and JavaScript in the browser.

What is a good first Java full-stack project?

Build an inventory app with a Spring Boot API, a MySQL database and a React screen for adding, editing and finding products.

Data Analytics

What is data analytics?

Data analytics means examining data to answer questions and support decisions. A sales analyst might use order records to identify which products contributed most to a fall in revenue.

Should I learn SQL or Power BI first?

Start with SQL filters, joins and summaries. Then use Power BI to turn your query results into a report you can explain.

What is a good first data analytics project?

Use a small sales dataset to calculate revenue by month and product. Reconcile the totals before turning them into a dashboard.

How long is ScholarLogic’s Data Analytics course?

The course runs for five months. It covers Excel, SQL, Power BI, Tableau and Python. See the Data Analytics course page for the syllabus.

Data Science

What is data science?

Data science combines statistics, programming and knowledge of a subject to answer questions with data. It can include building and testing models that predict outcomes.

What is data leakage in machine learning?

Data leakage occurs when training uses information that would be unavailable when making a real prediction. Using a cancellation date to predict whether a customer will cancel is an example.

Why split data into training and test sets?

Train the model on one set and evaluate it on a separate set. This estimates how well it performs on data it did not learn from.

What is a good first data science project?

Predict customer churn from a public dataset. Compare your model with a simple baseline and explain which mistakes it makes.

Cloud AWS and DevOps

What is AWS?

Amazon Web Services is a cloud platform that provides resources such as virtual servers, object storage and managed databases.

What is the difference between EC2 and S3?

Amazon EC2 provides virtual servers for running software. Amazon S3 stores files as objects in buckets.

What is CI/CD in DevOps?

Continuous integration checks code changes as they are combined. Continuous delivery keeps tested changes ready for release. Continuous deployment releases them automatically when checks pass.

What should I learn before my first AWS lab?

Practice navigating files in Linux, reading command output and understanding basic networking. Before creating resources, check pricing and how to delete them after the lab.

Digital Marketing

What is digital marketing?

Digital marketing uses channels such as search engines, social media, email and websites to reach people and measure their response.

What is the difference between SEO and Google Ads?

SEO helps pages appear in unpaid search results. Google Ads lets advertisers pay for placements, including sponsored results in Google Search.

What is search intent in SEO?

Search intent is what a person wants to accomplish with a query. Someone searching for “what is SEO” wants an explanation, while someone searching for an SEO course in Bengaluru is likely comparing training options.

What should a beginner put in a digital marketing portfolio?

Show one project with a defined audience, a content or keyword plan, sample work and a measurement plan. If you ran the campaign, include actual results and explain what you learned.

See all six ScholarLogic courses or contact ScholarLogic to confirm demo availability in BTM Layout, Bengaluru.