07 / Journal

Thoughts from buildingreal AI systems.

Notes on LLM and RAG systems, MLOps, data engineering and the craft of shipping software that has to keep working.

39
Articles published
21
Topics covered

02 / All articles

Everything I’vewritten down.

Filter by topic or search for a specific problem.

3 articles of 38

From Notebook to Production: A Machine Learning Deployment Checklist
DevOps9 min read

From Notebook to Production: A Machine Learning Deployment Checklist

Move an ML model into production with reproducible artifacts, input contracts, controlled rollout and tested rollback. Use practical checks for both batch and online serving.

Read article
Challenges and Best Practices in Docker Container Security
DevOps7 min read

Challenges and Best Practices in Docker Container Security

Docker Security: A Comprehensive Guide Docker containers have become increasingly popular in recent years, but with this popularity comes increased security concerns. Containers are more complex than traditional virtual machines, and securing them can be challenging. In this article, we will discuss the importance of Docker security, the reasons for the complexity of Docker containers,…

Read article
Exploring Kubernetes Observability: A Comprehensive Tutorial Series
DevOps6 min read

Exploring Kubernetes Observability: A Comprehensive Tutorial Series

In our second installment of the Kubernetes Observability tutorial series, we'll dive deep into monitoring all facets of your applications operating within a Kubernetes environment. This includes a comprehensive examination of the following: Ingesting and analysing logs performance collection and health metrics Monitoring application performance with Elastic APM To aid us in this endeavor, our…

Read article

Discuss an idea

Working on somethingyou want to talk through?

If one of these posts is close to a problem you have, tell me about it - I’m happy to compare notes.

Let’s chat