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Machine Learning at the Limit

Alex Colagrande

Il mio Substack personale

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PricingOnly free issuesPublishesWeekly
Issues12Founded5 months agoLast Issue20 days ago
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Latest Issues

12. NeuralDEM: Real-time Simulation of Industrial Particulate Flows

NeuralDEM presents an end-to-end approach to replace discrete element method (DEM) routines. Image taken from [1].

Introduction

While most deep learning models for physics simulations are still just tested on academic benchmarks, we dis...

20 days ago
1

11. Universal Physics Transformer (UPT)

Introduction

In the last blog post we discussed about Aurora, the first foundation model for the atmosphere. Among the authors figures Johannes Brandstetter, that after his experience at Microsoft, came back to Austria with a faculty pos...

3 months ago
4

10. Aurora: A Foundation model of the atmosphere

Introduction

Back in 2024, it was already clear that large deep learning models trained on vast amounts of data (i.e., foundation models) exhibited impressive capabilities. By that time, models such as (Chat)GPT-4 for text, DALL·E 3 for...

3 months ago
4

9. A small review on Point Transformers

Image taken from [1]

Introduction

Often data comes as a collection of points sampled in space, this is often the case for 3D computer vision and numerical simulations. This collections of points are called point clouds and, due to their...

3 months ago
4

8. A small review on Point Networks

Just a point cloud. Image taken from a dataset in [2]

Introduction

In most areas of machine learning, data are regularly sampled, such as images where pixels lie on a regular grid. However, when this assumption no longer holds, the prob...

4 months ago
5

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  • Alex Colagrande

    PhD student in ML4Physics at Paris Dauphine - PSL

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