2022-07 - 1/1 Blog article (8) articles (3) cours (6) module (7) paper (3)

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2022-07 - 1/1

Quelques articles intéressants

2022-07-17

Deep Learning

• Training Deep Networks without Learning Rates Through Coin Betting

• Model Comparison and Calibration Assessment: User Guide for Consistent Scoring Functions in Machine Learning and Actuarial Practice

• On Embeddings for Numerical Features in Tabular Deep Learning <https://arxiv.org/abs/2203.05556>, TABULAR DATA MODELING VIA CONTEXTUAL EMBEDDINGS

• MLGO: a Machine Learning Guided Compiler Optimizations Framework

• Embedding Recycling for Language Models

• Language Modelling with Pixels

• XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

• Emerging Cross-lingual Structure in Pretrained Language Models

• Word Translation Without Parallel Data

• Very Deep Convolutional Networks for Text Classification

• XTREME-S: Evaluating Cross-lingual Speech Representations

• DeepSpeed Compression: A composable library for extreme compression and zero-cost quantization

• Towards Robust Deep Learning using Entropic Losses

• Few-shot Learning with Retrieval Augmented Language Models

• Multi-instrument Music Synthesis with Spectrogram Diffusion

Machine Learning

• On the consistency of supervised learning with missing values

• Why do tree-based models still outperform deep learning on tabular data?

• Evaluating machine learning models and their diagnostic value

Ecologie

• Measuring the Carbon Intensity of AI in Cloud Instances

Un site

• paperwithcode

Librairies

• TorchArrow

Un benchmark

• MIXED PRECISION TRAINING IN PRACTICE

Autres articles

• On the Principles of Parsimony and Self-Consistency for the Emergence of Intelligence

• Shift-Curvature, SGD, and Generalization

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