Highlights of the Month: May 2020

Keywords: ICLR 2020; multitask learning with fastai; fastai + huggingface; learn2learn

Research Papers 🎓

Reviews & Perspectives

QSAR without borders

Explainable Deep Learning: A Field Guide for the Uninitiated

Generalizing from a Few Examples: A Survey on Few-Shot Learning

Learning Molecular Representations for Medicinal Chemistry

Drug Research Meets Network Science: Where Are We?

Prediction of Drug Metabolites Using Neural Machine Translation

Uncertainty Quantification using Neural Networks for Molecular Property Prediction

Unsupervised Attention-Guided Atom-Mapping

Generate Molecules from Scaffolds

Scaffold-based molecular design with a graph generative model | Github

Software and Tools 💻

Articles and Blog Posts 📃

Automating Data Augmentation: Practice, Theory and New Direction

Identifying Protein-Ligand Interactions with Colab

How to Train MAML(Model-Agnostic Meta-Learning)

Awesome Fastpages. Share your Blog

Making a Plotly Dash Census Viz Powered by RAPIDS

ICLR 2020: NLP Highlights

Meta learning (learning to learn)

Making Meta-Learning Easily Accessible on PyTorch

MetaAI

learn2learn

Reptile

Learning to Learn

Fastai + Huggingface

Fastai with 🤗 Transformers (BERT, RoBERTa, …)

Fastai integration with BERT: Multi-label text classification identifying toxicity in texts

Introducing FastBert — A simple Deep Learning library for BERT Models

Fastai with 🤗Transformers (BERT, RoBERTa, XLNet, XLM, DistilBERT)

AdaptNLP

Multitask learning with fastai

Multi-Task Learning with Pytorch and FastAI

Multi-task Deep Learning Experiment using fastai Pytorch

Notable Mentions ✨

ICLR 2020