#mlops
Data Science Dashboard/Web App Alternatives
Whenever I need to build a dashboard, I have always relied on a mix of Python-based libraries (e.g. Dash, Streamlit) and commercial software (e.g. Tableau, PowerBI).
Some Closing Thoughts on Kubernetes
Sharing the services and associated configurations I used to set up the Kubernetes backend powering my personal stack. In case the design is useful to others.
Onto Kubernetes - Part 5
I really liked the Bitnami’s Helm charts and Docker images repositories, at least until they decided to make their images paid access only.
Onto Kubernetes - Part 4
With the Prometheus-Loki-Grafana stack being deployed, the observability stack has been fully deployed on the Kubernetes cluster. Operational metrics gathered by Prometheus and…
Onto Kubernetes - Part 3
I am still working on the Kubernetes stack behind my personal website whenever I have some free time.
Onto Kubernetes - Part 2
About 2 months ago, I started migrating my entire personal stack onto Kubernetes from regular virtual servers.
Technical Debt vs. Mortgage: A Data Science Homeowner’s Guide
(I used chatGPT to help me make the written content more "engaging" and "LinkedIn-like", so keeping the 2 versions below for comparison purpose.)
Short review of Designing Machine Learning System
I have finally finished “Designing Machine Learning Systems” after a few weekends of focus reading. It is one of the rare technical books that I finished in its entirety, and I…
ML system design - problem definition & consulting
I recently started reading the excellent book called Designing Machine Learning Systems by Chip Huyen.