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

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MLOps
6 May 2026 8 min

Containerizing a Machine Learning Model Step by Step

Most container tutorials stop when the container starts. This walkthrough containerizes a real scikit-learn model step by step, then measures what matters: build and rebuild times, image size, the user it runs as, time to healthy, memory, and whether the container's predictions match training exactly.

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Data Engineering
6 May 2026 8 min

Workflow Orchestration with Apache Airflow DAGs

Once you can write an Airflow DAG, the next problems are about design: files that slow the scheduler, branches that silently skip the final step, and dozens of near-identical pipelines. This guide runs four DAG design patterns on Airflow 3.3.2 and shows what each one fixes, with real output.

GloryTecks Team
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Power BI
6 May 2026 6 min

Power BI Error Handling in Power Query

Error handling in Power Query for Power BI: step-level and cell-level errors and their common causes, what Remove, Replace and Keep errors do, try with otherwise and catch for custom logic, and a real example where changing one column's type would have turned 10% of the rows into errors that Remove errors deletes.

GloryTecks Team
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MLOps
6 May 2026 7 min

MLOps Interview Questions and Answers, Part 2: The ML System Design Round

In the ML system design round, interviewers want numbers, not boxes. This guide works one design question end to end: a cancellation-risk service for hotel bookings. It checks the label and leakage, compares three models on quality, size and latency, and sizes the serving fleet from measurements rather than guesses.

GloryTecks Team
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AWS
6 May 2026 8 min

Building an ETL Pipeline on AWS Step by Step

A step-by-step ETL pipeline on AWS, run end to end: extract raw files from S3, validate 2.96 million real rows with named rules, load cleaned Parquet into a partition, register it in the Glue Data Catalog, write a reconciliation report, and rerun without duplicates. Each step is mapped to its production service.

GloryTecks Team
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Career Guidance
6 May 2026 8 min

Career Growth: When to Stay vs When to Switch

Switching jobs usually pays more, but not always: in 29 years of US wage data, the switcher premium vanished after the financial crisis and peaked in 2022. Combined with what 1,245 data professionals say makes a job satisfying, it gives a practical way to decide whether to stay or switch.

GloryTecks Team
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