600+ Free Guides

IT Career Guides & Free Resources

Expert roadmaps, tutorials, salary guides and interview prep across Data Science, Generative AI, Python, Cloud & Analytics β€” written by GloryTecks trainers in Hyderabad.

All articles

Data Science
6 May 2026 7 min

Overfitting and Underfitting: Causes and Fixes

Overfitting and underfitting diagnosed and fixed on 19,020 real telescope readings: how train and validation scores reveal each problem, how depth limits, pruning, ensembles and early stopping change them, what a learning curve says about collecting more data, and why a 100% training score is not always a problem.

GloryTecks Team
Read
Data Science
6 May 2026 7 min

Pandas vs SQL for Data Analysis: When to Use Which

Pandas versus SQL for data analysis, compared on the same real dataset: identical answers from a GROUP BY and a groupby, a moving average as a window function and as rolling, a pivot that is one line in pandas and many in SQL, and why filtering in the database first matters when data is large.

GloryTecks Team
Read
Data Science
6 May 2026 6 min

Regression vs Classification: When to Use Each

Regression or classification? The difference is simple, but choosing the framing is not always obvious. This guide shows how the target and the decision should decide it, then tests both framings on wine quality scores that can be modelled either way, including a yes-or-no question where the framing clearly mattered.

GloryTecks Team
Read
Data Analytics
6 May 2026 7 min

Building a Sales Dashboard: A Hands-On Project

A hands-on sales dashboard project built on a real online retailer's 541,909 transaction lines: agreeing the questions and KPIs, removing cancellations, postage and fees, computing monthly revenue, orders and average order value, finding the breakdowns that matter, and laying it out so key numbers are read first.

GloryTecks Team
Read
Data Analytics
6 May 2026 6 min

Correlation vs Causation: A Must-Know for Analysts

Correlation versus causation for analysts, shown on real data rather than silly examples: how time of day turns humidity into an apparent driver of bike rentals, why unrelated trends correlate so often, the other ways correlations mislead, and the practical steps analysts use to move from an association to a cause.

GloryTecks Team
Read
Data Analytics
6 May 2026 5 min

Data Analytics Projects for Your Resume

Seven data analytics projects for a resume, each on a real, openly licensed dataset and framed as a business question: sales and returns, customer retention and value, bike-share operations, a SQL business review, country indicators, a developer survey and an Indian public dataset, with the skills each proves.

GloryTecks Team
Read