Pen and Paper Exercises in Machine Learning

michaelgutmann/ml-pen-and-paper-exercises 27 Jun 2022

This is a collection of (mostly) pen-and-paper exercises in machine learning.

Variational Inference

607
3.82 stars / hour

LViT: Language meets Vision Transformer in Medical Image Segmentation

huanglizi/lvit 29 Jun 2022

In our model, medical text annotation is introduced to compensate for the quality deficiency in image data.

Medical Image Segmentation Semantic Segmentation

55
1.08 stars / hour

Denoised MDPs: Learning World Models Better Than the World Itself

facebookresearch/denoised_mdp 30 Jun 2022

The ability to separate signal from noise, and reason with clean abstractions, is critical to intelligence.

Representation Learning

51
1.01 stars / hour

Multi-Graph Fusion Networks for Urban Region Embedding

wushangbin/mgfn 24 Jan 2022

Human mobility data contains rich but abundant information, which yields to the comprehensive region embeddings for cross domain tasks.

Crime Prediction

202
0.93 stars / hour

Ivy: Templated Deep Learning for Inter-Framework Portability

ivy-dl/ivy 4 Feb 2021

We introduce Ivy, a templated Deep Learning (DL) framework which abstracts existing DL frameworks.

2,988
0.65 stars / hour

ProGen2: Exploring the Boundaries of Protein Language Models

salesforce/progen 27 Jun 2022

Attention-based models trained on protein sequences have demonstrated incredible success at classification and generation tasks relevant for artificial intelligence-driven protein design.

68
0.58 stars / hour

BokehMe: When Neural Rendering Meets Classical Rendering

juewenpeng/bokehme CVPR 2022

Based on this formulation, we implement the classical renderer by a scattering-based method and propose a two-stage neural renderer to fix the erroneous areas from the classical renderer.

Neural Rendering

73
0.58 stars / hour

Forecasting Future World Events with Neural Networks

andyzoujm/autocast 30 Jun 2022

We test language models on our forecasting task and find that performance is far below a human expert baseline.

Decision Making Language Modelling

15
0.54 stars / hour

PolarFormer: Multi-camera 3D Object Detection with Polar Transformer

fudan-zvg/polarformer 30 Jun 2022

3D object detection in autonomous driving aims to reason "what" and "where" the objects of interest present in a 3D world.

2D object detection 3D Object Detection +4

18
0.49 stars / hour

Scaling Autoregressive Models for Content-Rich Text-to-Image Generation

lucidrains/parti-pytorch 22 Jun 2022

We present the Pathways Autoregressive Text-to-Image (Parti) model, which generates high-fidelity photorealistic images and supports content-rich synthesis involving complex compositions and world knowledge.

Machine Translation Text to image generation +1

252
0.46 stars / hour