600+ Free Guides

IT Career Guides & Free Resources

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

All articles

AWS
6 May 2026 6 min

AWS Glue Studio: Visual ETL for Beginners

AWS Glue Studio lets you build a Spark ETL job by drawing it: source, transform and target nodes on a canvas, with Glue generating the script. This beginner's guide explains the editor, the built-in transforms, data previews and what they cost, the generated script, and when a visual job should become code.

GloryTecks Team
Read
MLOps
6 May 2026 9 min

A/B Testing ML Models in Production

A model that wins offline still has to prove itself with real customers. On real bank marketing outcomes, this guide shows why a one-point offline gain needed about 36,000 calls per arm to confirm, how to split traffic and check the split, and how checking results early turned 4% false alarms into 18%.

GloryTecks Team
Read
Data Science
6 May 2026 8 min

Probability for Data Science: Concepts You Must Know

Six probability concepts data scientists use, each computed and checked by simulation in Python: why a positive result from a good test can mean only a 9% chance, expected value for decisions, binomial and Poisson counts, why averages become normal, and whether a model's probabilities can be trusted.

GloryTecks Team
Read
Data Engineering
6 May 2026 6 min

Building Incremental Data Loads That Scale

Designing incremental data loads that stay correct: the main patterns, a month of hourly loads simulated on real taxi data in which a watermark on event time silently missed 22.5% of trips while a watermark on availability time missed none, lookback windows, storing watermarks safely, deletes and backfills.

GloryTecks Team
Read
GCP
6 May 2026 10 min

Disaster Recovery and Backups on GCP

Most data loss is not a disaster. It is a person running the wrong statement. This guide separates mistakes from outages, explains RPO and RTO, covers what BigQuery, Cloud Storage and Cloud SQL keep and for how long, and rehearses a backup and restore on a real database to show what a restore loses.

GloryTecks Team
Read
MLOps
6 May 2026 9 min

Blue-Green Deployments for ML Services

Blue-green deployment keeps the old model serving while the new one waits beside it, so switching either way is quick. This guide runs it with two real spam filters, shows a pre-switch check catching a score-scale change that would have made a review queue five times longer, and switches under live traffic.

GloryTecks Team
Read