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Adrien Pavao
Adrien Pavao

23 Followers

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May 3

How to Create your First Benchmark on Codabench

It’s free and easy — The progress in the field of machine learning mostly relies on benchmarks, which are fair comparisons between multiple models on the same problem. Platforms such as Kaggle, CodaLab Competitions or EvalAI let the community crowd-source the resolution of scientific and industrial tasks through public benchmarks, in the form of challenges…

Tutorial

5 min read

How to Create your First Benchmark on Codabench
How to Create your First Benchmark on Codabench
Tutorial

5 min read


Published in

Towards Data Science

·Apr 27

Beyond Accuracy: Exploring Exotic Metrics for Holistic Evaluation of Machine Learning Models

Machine learning has undoubtedly become a powerful tool in today’s data-driven world, but are we truly tapping into its full potential? Traditional evaluation metrics like accuracy, precision, and recall have long held the spotlight, but there’s so much more to consider when measuring a model’s real-world impact. In this article…

Machine Learning

12 min read

Beyond Accuracy: Exploring Exotic Metrics for Holistic Evaluation of Machine Learning Models
Beyond Accuracy: Exploring Exotic Metrics for Holistic Evaluation of Machine Learning Models
Machine Learning

12 min read


Mar 28

Chess-Based Roguelike: the Joy of Game Design

Recently, I have developed a rogue-like game with chess mechanics. In this game, you explore randomly generated dungeons, fight enemies with moves from the game of chess, and discover hundreds of items, spells and units. …

Game Design

7 min read

Chess-Based Roguelike: the Joy of Game Design
Chess-Based Roguelike: the Joy of Game Design
Game Design

7 min read


Mar 28

Learning to Run a Power Network with Renewable Energies: a Challenge Design and Analysis

As the climate is rapidly changing, it is crucial that we change the way we produce and consume energy to reduce the amount of carbon and other greenhouse gases being produced. In this context, we propose a challenge that will test the viability of such scenarios. …

Machine Learning

9 min read

Learning to Run a Power Network with Renewable Energies: a Challenge Design and Analysis
Learning to Run a Power Network with Renewable Energies: a Challenge Design and Analysis
Machine Learning

9 min read


Nov 22, 2022

ML Challenges: Result Submission VS Code Submission

Many competitions are organized each year on platforms such as Kaggle, CodaLab Competitions or EvalAI. Some allow you to upload your model’s predictions, while others allow you to upload directly your model’s code to have it trained and tested on the platform. Which one is better? What should you do…

Challenge

3 min read

ML Challenges : result submission VS code submission
ML Challenges : result submission VS code submission
Challenge

3 min read


Published in

Towards Data Science

·Nov 12, 2020

How to Create your First Competition on CodaLab

It’s free and easy! — Organizing a challenge allows you to crowd-source the most difficult machine learning problems. It is also an excellent way to learn data science. This short hands-on tutorial will give you everything you need to create your first competition — as early as today! Why Codalab? Codalab is an open-source web platform hosting…

Competition

5 min read

How to create a competition on Codalab?
How to create a competition on Codalab?
Competition

5 min read


Published in

Towards Data Science

·Nov 10, 2020

Designing a Data Science Competition is an Excellent Way to Learn

We got students to create ML challenges and this is what they learned — Over the past few years, we have explored the benefits of involving students both in organizing and in participating in challenges as a pedagogical tool, as part of an international collaboration. Engaging in the design and resolution of a competition can be seen as a hands-on means of learning proper…

Machine Learning

6 min read

Designing a data science competition is an excellent way to learn
Designing a data science competition is an excellent way to learn
Machine Learning

6 min read

Adrien Pavao

Adrien Pavao

23 Followers

Research engineer and PhD student in Machine Learning @ Université Paris-Saclay

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