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ARCHIVE // 02

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Practical notes on AI engineering, data, and software systems. Every article is available here in the archive.

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Writing index

5 articles

Search by title or topic. Every article opens in the local reader.

MLOps lifecycle illustrationOn site01
Sep 16, 2024/2 min read

The Growing Role of MLOps: Where Data Science Meets DevOps

Why deploying and maintaining machine-learning models requires the shared practices of data science and DevOps.

  • MLOps
  • DevOps
  • Machine Learning
Read
E-commerce analytics illustrationOn site02
Apr 29, 2024/3 min read

E-commerce Domain Knowledge for Data Analysts

A practical tour of sales, customers, inventory, marketing, recommendations, fraud, and supply-chain analytics.

  • E-commerce
  • Data Analysis
  • Domain Knowledge
Read
Probability and statistics illustrated with charts and mathematical symbolsOn site03
Jan 17, 2024/4 min read

Probability and Statistics for Data Science

A practical introduction to descriptive statistics, probability, inference, regression, and Bayesian reasoning with Python examples.

  • Data Science
  • Statistics
  • Python
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A data scientist working at a deskOn site04
Jan 14, 2024/3 min read

A Day in the Life of a Data Scientist

The technical work, collaboration, reporting, and communication that shape a data scientist’s working day.

  • Data Science
  • Career
  • Collaboration
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Missing-value imputation illustrationOn site05
Jan 14, 2024/4 min read

Missing Value Imputation Methods using Python

A guide to statistical, predictive, forward-fill, and backward-fill approaches for handling missing observations.

  • Python
  • Data Science
  • Missing Data
Read