Real-world Machine Learning by Jesper Dramsch

Increase citations, ease reviews and facilitate collaboration – Interpretability

Jesper Dramsch machine learning, reproducibility, SSI, tutorial, read in 57 minutes

Interpretability & Model Inspection¶One way to probe the models we build is to test them against the established knowledge of domain experts. In

September 30, 2022

Increase citations, ease reviews and facilitate collaboration – Testing in Machine Learning

Jesper Dramsch machine learning, reproducibility, SSI, tutorial, read in 7 minutes

Testing¶Machine learning is very hard to test. Due to the nature of the our models, we often have soft failures in the model

September 26, 2022

Increase citations, ease reviews and facilitate collaboration – Model Sharing

Jesper Dramsch machine learning, reproducibility, SSI, tutorial, read in 6 minutes

Model Sharing¶Some journals will require the sharing of code or models, but even if they don’t we might benefit from it. Anytime we share

September 22, 2022

Increase citations, ease reviews and facilitate collaboration – Benchmarking

Jesper Dramsch machine learning, reproducibility, SSI, tutorial, read in 3 minutes

Benchmarking¶Another common reason for rejections of machine learning papers in applied science is the lack of proper benchmarks. This section will be fairly

September 18, 2022

Increase citations, ease reviews and facilitate collaboration – Model Evaluation

Jesper Dramsch machine learning, reproducibility, SSI, tutorial, read in 8 minutes

Model Evaluation¶Applying machine learning in an applied science context is often method work. We build a prototype model and expect want to show

September 14, 2022

Increase citations, ease reviews and facilitate collaboration – Data Prep

Jesper Dramsch machine learning, reproducibility, SSI, tutorial, read in 9 minutes

Getting to know the data¶This tutorial uses the Palmer Penguins dataset. Data were collected and made available by Dr. Kristen Gorman and the Palmer

September 10, 2022

EuroScipy 2022 Tutorial: Increase citations, ease review & collaboration

Jesper Dramsch machine learning, reproducibility, SSI, tutorial, read in 7 minutes

A collection of "easy wins" to make machine learning in research reproducible. This tutorial focuses on basics that work. Getting you 90%

September 6, 2022

How to increase citations, ease reviews and facilitate collaboration for ML in applied science

Jesper Dramsch machine learning, reproducibility, SSI, tutorial, read in 4 minutes

Are you a scientist applying ML? I wrote a tutorial with ready-to-use notebooks to make your life easier! Let's focus on 3 aspects: More Citations Easier Review Better

September 3, 2022

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Posts for September 2022