# Blog

> Writing about machine learning, software engineering, personal finance, and building products

- HTML version: https://robbiepalmer.me/blog

### [How To Automatically Detect PII for Real-Time Cyber Defense](https://robbiepalmer.me/blog/2023-05-23-automatically-detect-pii-real-time-cyber-defense.md)

2023-05-23 · 11 min read · data-governance, cybersecurity, machine-learning, kafka, pii

Using machine learning-powered PII detection to enable advanced SIEM, SOAR, and analytics use cases for real-time cybersecurity threat detection and response.

### [Uniting the Machine Learning and Data Streaming Ecosystems - Part 2](https://robbiepalmer.me/blog/2023-04-04-uniting-machine-learning-data-streaming-2.md)

2023-04-04 · 12 min read · machine-learning, data-streaming, kafka, python, flink

Exploring SQL as an ecosystem bridge, solutions to interface the JVM and Python interpreter, and code examples for building streaming machine learning solutions today.

### [Uniting the Machine Learning and Data Streaming Ecosystems - Part 1](https://robbiepalmer.me/blog/2023-03-28-uniting-machine-learning-data-streaming-1.md)

2023-03-28 · 17 min read · machine-learning, data-streaming, kafka, mlops

Exploring the current state of machine learning and data streaming markets, the opportunities where they overlap, and the socio-technical barriers we need to overcome to unite them.

### [Effective and Ethical Data Science Study Design](https://robbiepalmer.me/blog/2023-02-24-effective-ethical-data-science-study-design.md)

2023-02-24 · 26 min read · data-science, science, philosophy

Data science is full of bias. We must understand the fundamentals of study design, sampling methodologies and feature engineering to produce effective and ethical solutions.

### [Navigating Titles in the Data & Machine Learning Market](https://robbiepalmer.me/blog/2022-06-29-navigating-titles-in-the-ml-market.md)

2022-06-29 · 7 min read · software, data-science, management

Outlining the increasing number of roles, their inter-relations and their associated skill-sets

### [Are All Experiments Actually Quasi-Experiments?](https://robbiepalmer.me/blog/2022-03-28-quasi-experiments.md)

2022-03-28 · 6 min read · philosophy, science

Valid experiments depend on randomisation and other fundamentals. Are these even theoretically possible never mind practically?

### [The Philosophy of Data Science](https://robbiepalmer.me/blog/2022-03-02-the-philosophy-of-data-science.md)

2022-03-02 · 35 min read · philosophy, data-science

How data science can drive scientific revolutions

### [How to Enable Multi-omic Data Management](https://robbiepalmer.me/blog/2022-02-28-enabling-multi-omic-data-management.md)

2022-02-28 · 18 min read · data-science, bioinformatics, data-management, data-mesh

Exploring data management structures from Data Warehouses to Data Meshes, and how to leverage multi-omic data effectively in bioinformatics and healthcare contexts.

### [Post-modern Management](https://robbiepalmer.me/blog/2022-02-07-post-modern-management.md)

2022-02-07 · 4 min read · management, economics, philosophy

The move from specialisation to generalism to enable creative labour

### [Just Right Engineering](https://robbiepalmer.me/blog/2021-12-10-just-right-engineering.md)

2021-12-10 · 3 min read · software

The nuanced balancing act that is the art of engineering

### [How to Build Wealth](https://robbiepalmer.me/blog/2020-09-27-how-to-build-wealth.md)

2020-09-27 · 14 min read · personal-finance, investing

The three simple (not easy, but simple) steps that build wealth

### [Why You Shouldn't Buy a House](https://robbiepalmer.me/blog/2020-07-25-why-you-should-not-buy-a-house.md)

2020-07-25 · 12 min read · personal-finance, investing, housing

Why buying a house doesn't make personal or financial sense for most people. Exploring the alternatives that are more effective, less risky, and easier to access.

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