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Learn about data science in real life and machine learning in production

Four mistakes I've done in my career

Dec 01, 2020 Most of the time, as data scientists or developers, we speak about our successes. Today, I would like to deal with the mistakes I've done in my career. Sometimes mistakes can be a valuable share. I've chosen four ones. ...

Issue 2: Unit tests for data, Data + AI summit, etc

Nov 26, 2020 Machine learning in real life is hard. Finding your way into all the methods and tools is not easy. Here you will find some resources that inspired me recently to do unit tests for data and productionalize models. ...

Unit tests for data

Nov 24, 2020 Unit tests for data? Strange concept maybe. This is why I really wanted to make a video to quickly present that to you. I realise there are many things to improve in this first video. I’ll improve that over time. Thank you for reading. Feel free to contact me on Twitter if you want to discuss that.

Alibi-detect for data drift detection

Nov 23, 2020 I've recently tested Alibi-detect. If you're looking for a free and open source tool to detect data drift, this one is for you. ...

Model drift or how the pandemic killed thousands of predictive systems

Nov 16, 2020 In a very near world, machine learning was more and more used. All of a sudden, a pandemic stroke this world. Machine learning crashed. ...

Issue 1: Data versioning, tips for Pytest, freelancing, etc

Nov 12, 2020 Machine learning in real life is hard. Finding your way into all the methods and tools is not easy. Here you will find some resources that me recently to do data versioning, tests or data drift detection. ...

The art of being right in your job

Nov 09, 2020 Have you ever struggled to explain why automated tests are important (or why refactoring should be a natural step when developing, or anything like that) to very reluctant and dogmatic but influential people such as well-established but very old school architects for instance? ...

How to win friends and influence people: a disappointing reading

Nov 02, 2020 If human relationships are more important than technical methods and tools in our jobs, can I learn something from a book like *How to win friends and influence people*? This one was published in 1936 and written by Dale Carnegie. It is a self-help book. ...

Failure is not what you think it is

Oct 26, 2020 In some interviews, some people enjoy asking what was your best failure in your career? I used to hate this question. Failure is just failure, something that should not arrive at any cost. After some readings, I've changed my mind. ...

DataOps and MLOps: what is the difference between these two concepts?

Oct 22, 2020 A quick article to explain the difference between two relatively new concepts MLOps and DataOps. ...

Stay focus with Pomodoro

Oct 18, 2020 Pomodoro might be an overrated technique. And yet, I can't help thinking it might be a good idea to talk about that. I would like to share my point of view and the way I work with this method. Let's go. ...

Data drift monitoring: hypothesis tests or statistical distances?

Sep 30, 2020 Today, I would like to talk about a tough and important subject in my opinion data drift monitoring. ...