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On automating principled statistical analyses

written by Eric J. Ma on 2020-01-02 | tags: data science statistics automation bayesian

How automated statistical procedures can still be useful.

Read on... (416 words, approximately 3 minutes reading time)

Serving multiple Panel apps together

written by Eric J. Ma on 2019-12-26 | tags: data science dashboarding python

How one can serve up multiple panel apps on the same Panel server.

Read on... (165 words, approximately 1 minute reading time)

Simplifying Uncertainty Responsibly

written by Eric J. Ma on 2019-12-19 | tags: bayesian data science uncertainty decision making

Some reflections on uncertainty after reading a blog post by Brandon Rohrer.

Read on... (391 words, approximately 2 minutes reading time)

A Review of the Python Data Science Dashboarding Landscape in 2019

written by Eric J. Ma on 2019-12-15 | tags: dashboarding python data science data visualization software development

My reflection on the Python dashboarding landscape. There's been a lot of activity, and I provide some recommendations on how we as data scientists can choose between tools.

Read on... (1612 words, approximately 9 minutes reading time)

Principled Git-based Workflow in Collaborative Data Science Projects

written by Eric J. Ma on 2019-11-09 | tags: data science git workflow

A short synopsis of a recent essay I wrote, on how to use GitFlow in data science projects.

Read on... (160 words, approximately 1 minute reading time)

Reimplementing and Testing Deep Learning Models

written by Eric J. Ma on 2019-10-31 | tags: data science deep learning testing pair programming code review

I share my thoughts on why re-implementing deep learning models from scratch can be a very valuable activity.

Read on... (1571 words, approximately 8 minutes reading time)

Code review in data science

written by Eric J. Ma on 2019-10-30 | tags: essays data science workflow good practices

My thoughts on how to do code review in data science projects effectively.

Read on... (580 words, approximately 3 minutes reading time)

“AI will not solve medicine”

written by Eric J. Ma on 2019-10-29 | tags: data science drug development artificial intelligence medicine

A mini-rant on why I think hyped-up "AI" has a very long way to go, and that medicine is much too complex for us to solve at one shot.

Read on... (530 words, approximately 3 minutes reading time)

Caching Long-Running Function Results

written by Eric J. Ma on 2019-10-18 | tags: python tips optimization packages

cachier, a really nifty tool for caching function results, is really useful and easy-to-use! Come read why.

Read on... (244 words, approximately 2 minutes reading time)

Jupyter Server with HTTPS on Personal Server

written by Eric J. Ma on 2019-10-05 | tags: jupyter dataops devops data science

Some notes on how to serve up an HTTPS-enabled Jupyter server.

Read on... (410 words, approximately 3 minutes reading time)

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