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2020-02-20 06:43:18
Comparison between YOLO and RCNN on real world videos
Bringing theory to experiment is cool. We can easily train models in colab and find the results in minutes.
computer-vision
7
2020-02-20 06:47:21
Show, Infer & Tell: Contextual Inference for Creative Captioning
The beauty of the work lies in the way it architects the fundamental idea that humans look at the overall image and then individual pieces of it.
computer-vision
9
2020-02-24 16:24:45
Awesome Graph Classification
A collection of important graph embedding, classification and representation learning papers with implementations.
other
15
2020-02-28 23:55:26
Awesome Monte Carlo Tree Search
A curated list of Monte Carlo tree search papers with implementations.
other
25
2020-03-07 23:04:31
AttentionWalk
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
other
27
2020-03-07 23:18:15
APPNP and PPNP
A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).
other
28
2020-03-07 23:23:46
Attributed Social Network Embedding
A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).
other
29
2020-03-07 23:45:38
Signed Graph Convolutional Network
A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).
other
45
2020-03-08 00:39:08
SimGNN
A PyTorch implementation of "SimGNN: A Neural Network Approach to Fast Graph Similarity Computation" (WSDM 2019).
other
61
2020-03-16 17:35:22
Using JAX to Improve Separable Image Filters
Optimizing the filters to improve the filtered images for computer vision tasks.
computer-vision
65
2020-03-19 18:42:05
Coloring Greyscale Images
Coloring black and white images with neural networks.
computer-vision
67
2020-03-19 19:04:43
Fruit Detection using Convolution Neural Networks in TensorFlow
Trained a Convolutional Neural Network Model to predict fruits of over 100+ Classes (types) with a training accuracy of over 95%, and testing accuracy of over 9
computer-vision
73
2020-03-19 23:45:14
Face Verification
Implementation of Siamese Neural network model used for face verification. The dataset used for this task is IMDB-WIKI-face images Dataset.
computer-vision
77
2020-03-20 03:23:27
Sign Language Interpreter using Deep Learning
A sign language interpreter using live video feed from the camera. The project was completed in 24 hours as part of HackUNT-19, the University of North Texas's
computer-vision
78
2020-03-20 03:32:09
The Illustrated Self-Supervised Learning
A visual introduction to self-supervised learning methods in Computer Vision
computer-vision
81
2020-03-20 06:07:56
GradCAM for the BreaKHis Dataset
An NBDev package for fine-tuning ResNets to visualize gradient-weighted class activation for the BreaKHis dataset.
computer-vision
85
2020-03-20 17:35:59
Message Passing GNNs C++
C++ implementation using Eigen for the forward pass of Graph Convolutional Neural Networks.
other
89
2020-03-20 18:17:31
Rethinking Batch Normalization in Transformers
We found that NLP batch statistics exhibit large variance throughout training, which leads to poor BN performance.
natural-language-processing
91
2020-03-20 18:30:04
Pytest Board
Continuous pytest runner with awesome visualization.
mlops
92
2020-03-20 18:43:50
Image Spam Buster - Kreate Hackathon
"Spam Buster" for user generated IMAGE content.
computer-vision
98
2020-03-20 19:16:43
Bachelorette Predictor
Predict the Bachelorette winners from profile images.
computer-vision
99
2020-03-20 21:32:14
Gender Change of People's Face using CycleGAN
CycleGAN architecture in Keras and train the model with CelebA faces dataset to perform gender change on people's faces.
computer-vision
101
2020-03-21 04:19:04
ELECTRA: Pre-training Text Encoders as Discriminators
PyTorch implementation of the electra model from the paper: ELECTRA - Pre-training Text Encoders as Discriminators Rather Than Generators
natural-language-processing
108
2020-03-21 23:17:38
Tuned ALBERT (ensemble model)
Top 6 in Squad 2.0
natural-language-processing
109
2020-03-21 23:25:33
iyasai: Book Recommendation System
Recommender system for books and stories that could help you and your loved ones lift up your mood whenever you are facing stress or unpleasant situations.
natural-language-processing
112
2020-03-21 23:58:46
Learning to See before Learning to Act: Visual Pre-training
We find that pre-training on vision tasks significantly improves generalization and sample efficiency for learning to manipulate objects.
computer-vision
115
2020-03-22 01:26:14
SOLT: Data Augmentation for Deep Learning
Data augmentation library for Deep Learning, which supports images, segmentation masks, labels and key points.
computer-vision
116
2020-03-22 01:37:27
PCDet: 3D Point Cloud Detection
PCDet Toolbox in PyTorch for 3D Object Detection from Point Cloud
computer-vision
117
2020-03-22 01:47:09
SiamFC++: Towards Robust and Accurate Visual Tracking
Implementation of a series of basic algorithms which is useful for video understanding, including Single Object Tracking (SOT), Video Object Segmentation (VOS).
computer-vision
118
2020-03-22 21:46:52
Sinext
Sign language to text with OpenCV and MNIST sign-language dataset
computer-vision
120
2020-03-24 04:38:08
Gliding Vertex on Horizontal Bounding Box for Object Detection
Gliding vertex on the horizontal bounding box for multi-oriented object detection.
computer-vision
121
2020-03-24 04:56:38
Deep Reinforcement Learning in TensorFlow2
deep-rl-tf2 is a repository that implements a variety of polular Deep-RL algorithms using TF2. The key to this repo is an easy to understand code.
other
122
2020-03-24 17:51:35
Custom Classifier on Top of Bert-like Language Model
Take pre-trained language model and build custom classifier on top of it.
natural-language-processing
123
2020-03-24 18:20:55
Using Different Decoding Methods for LM with Transformers
A look at different decoding methods for generate subsequent tokens in language modeling.
natural-language-processing
124
2020-03-24 21:12:12
Unsupervised Toolbox
Unsupervised learning Tool box : A micro framework for State of the Art Methods and models for unsupervised learning for NLU / NLG
natural-language-processing
128
2020-03-25 15:21:34
Multimodal Brain Tumor Segmentation
Segmentation of gliomas in pre-operative MRI scans. Use the provided clinically-acquired training data to produce segmentation labels.
computer-vision
133
2020-03-25 20:21:26
A Survey of Long-Term Context in Transformers
Over the past two years the NLP community has developed a veritable zoo of methods to combat expensive multi-head self-attention.
natural-language-processing
137
2020-03-27 14:39:53
Debugging Neural Networks with PyTorch and W&B
A closer look at debugging common issues when training neural networks.
mlops
138
2020-03-27 14:50:02
BachGAN: High-Res Image Synthesis from Salient Object Layout
We propose a new task towards more practical application for image generation - high-quality image synthesis from salient object layout.
computer-vision
140
2020-03-28 07:49:03
Visual Paper Summary: ALBERT(A Lite BERT)
An illustrated summary of ALBERT paper and how it improves BERT and makes it resource efficient
natural-language-processing
145
2020-03-30 04:14:44
Controllable Person Image Synthesis with Attribute-Decomposed GAN
A novel generative model for controllable person image synthesis, which can produce realistic person images with desired human attributes.
computer-vision
147
2020-03-30 05:39:57
Back Translation for Text Augmentation with Google Sheets
Learn how to augment existing labeled text data for free using Google Sheets.
natural-language-processing
148
2020-03-30 14:13:46
An Illustrated Guide to Graph Neural Networks
A breakdown of the inner workings of GNNs.
other
150
2020-04-01 08:26:46
The Illustrated FixMatch for Semi-Supervised Learning
Learn how to leverage unlabeled data using FixMatch for semi-supervised learning
computer-vision
152
2020-04-01 15:38:58
A Two-Step Graph Convolutional Decoder for Molecule Generation
A simple auto-encoder framework for molecule generation.
other
157
2020-04-03 01:56:32
TransMoMo: Invariance-Driven Unsupervised Motion Retargeting
A lightweight video motion retargeting approach that is capable of transferring motion of a person in a source video realistically to another video of a target
computer-vision
158
2020-04-03 04:41:07
Tracking Objects as Points
Simultaneous object detection and tracking using center points.
computer-vision
159
2020-04-03 14:57:11
Drifter-ML
A machine learning testing framework for sklearn and pandas. The goal is to help folks assess whether things have changed over time.
mlops
162
2020-04-03 20:17:50
Natural Language Processing News
Get the highlights from Natural Language Processing & Machine Learning research & industry straight to your inbox every month.
natural-language-processing
163
2020-04-03 20:21:13
NLP Newsletter
Democratizing Artificial Intelligence Research, Education, and Technologies.
natural-language-processing
168
2020-04-04 17:54:28
Self-Supervised Scene De-occlusion
We investigate the problem of scene de-occlusion, which aims to recover the underlying occlusion ordering and complete the invisible parts of occluded objects.
computer-vision
173
2020-04-05 03:00:05
Design Patterns for Production NLP Systems
Designs and tips for designing NLP production systems.
natural-language-processing
181
2020-04-05 14:56:34
Talking-Heads Attention
A variation on multi-head attention which includes linear projections across the attention-heads dimension, immediately before and after the softmax operation.
natural-language-processing
183
2020-04-05 17:50:10
What does a CNN see?
First super clean notebook showcasing @TensorFlow 2.0. An example of end-to-end DL with interpretability.
computer-vision
219
2020-04-06 14:10:22
Natural Language Processing: Pretraining - d2l
An interactive deep learning book with code, math, and discussions, based on the NumPy interface.
natural-language-processing
224
2020-04-06 16:48:44
Understanding Convolutional Neural Networks for NLP
More recently we’ve also started to apply CNNs to problems in Natural Language Processing and gotten some interesting results.
natural-language-processing
234
2020-04-06 17:42:52
An Overview of Semantic Image Segmentation
Image segmentation is a computer vision task in which we label specific regions of an image according to what's being shown.
computer-vision
237
2020-04-06 18:02:48
Common Architectures in Convolutional Neural Networks
In this post, I'll discuss commonly used architectures for convolutional networks.
computer-vision
238
2020-04-06 18:37:33
Googletrans
Googletrans: Free and Unlimited Google translate API for Python. Translates totally free of charge.
natural-language-processing
239
2020-04-06 18:39:48
Prophet: Forecasting At Scale
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
other
250
2020-04-06 19:24:06
Doccano
Open source text annotation tool for machine learning practitioner.
natural-language-processing
251
2020-04-06 19:28:58
BRAT: Rapid Annotation Tool
BRAT (brat rapid annotation tool) is based on the stav visualiser which was originally made in order to visualise BioNLP'11 Shared Task data.
natural-language-processing
252
2020-04-06 20:23:46
Word Embeddings
This tutorial introduces word embeddings. It contains complete code to train word embeddings from scratch on a small dataset.
natural-language-processing
253
2020-04-06 20:26:27
On Word Embeddings
This post presents the most well-known models for learning word embeddings based on language modeling.
natural-language-processing
254
2020-04-06 20:28:43
NLP for Developers: Word Embeddings | Rasa
In this video, Rasa Developer Advocate Rachael will talk about what word embeddings are, how they work, when they're used and some common errors.
natural-language-processing
255
2020-04-06 20:30:27
NLP for Developers: Transformers | Rasa
In this video, Rasa Developer Advocate Rachael will talk about what transformers are, how they work, when they're used and some common errors.
natural-language-processing
256
2020-04-06 20:42:05
A Visual Guide to Using BERT for the First Time
Tutorial for how to use a variant of BERT to classify sentences.
natural-language-processing
257
2020-04-06 20:45:45
The Illustrated GPT-2 (Visualizing Transformer Language Models)
Visuals explaining the inner-workings of transformers.
natural-language-processing
259
2020-04-06 20:51:58
The Illustrated Word2vec
In this post, we’ll go over the concept of embedding, and the mechanics of generating embeddings with word2vec.
natural-language-processing
260
2020-04-06 20:55:32
The Illustrated BERT, ELMo, and co.
How NLP cracked transfer learning.
natural-language-processing
261
2020-04-06 21:00:34
The Illustrated Transformer
In this post, we will look at The Transformer – a model that uses attention to boost the speed with which these models can be trained.
natural-language-processing
262
2020-04-06 21:11:40
Visualizing A Neural Machine Translation Model
Mechanics of seq2seq models with attention.
natural-language-processing
269
2020-04-06 22:46:54
Attention Mechanism
Main concepts behind Attention, including an implementation of a sequence-to-sequence Attention model, followed by the application of Attention in Transformers.
natural-language-processing
270
2020-04-06 22:50:30
Attention? Attention!
In this post, we are gonna look into how attention was invented, and various attention mechanisms and models, such as transformer and SNAIL.
natural-language-processing
271
2020-04-06 22:58:47
The Annotated Transformer
In this post I present an “annotated” version of the paper in the form of a line-by-line implementation.
natural-language-processing
272
2020-04-06 23:38:26
The Annotated GPT-2
GPT-2 explained with visualization and PyTorch code.
natural-language-processing
273
2020-04-06 23:41:52
Transformers - Hugging Face
🤗 Transformers: State-of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch.
natural-language-processing
277
2020-04-07 00:30:33
Curriculum for Reinforcement Learning
Curriculum learning applied to reinforcement learning, with a few exceptions of supervised learning.
other
278
2020-04-07 00:34:46
Self-Supervised Representation Learning
What if we can get labels for free for unlabelled data and train unsupervised dataset in a supervised manner?
computer-vision
279
2020-04-07 00:36:55
Evolution Strategies
Evolutionary algorithms refer to a division of population-based optimization algorithms inspired by natural selection.
other
280
2020-04-07 00:38:25
Meta Reinforcement Learning
Explore cases when we try to “meta-learn” Reinforcement Learning (RL) tasks by developing an agent that can solve unseen tasks fast and efficiently.
other
281
2020-04-07 00:40:59
Generalized Language Models
Trend in large unsupervised pre-trained language models which have achieved amazing SOTA results on a variety of language tasks.
natural-language-processing
284
2020-04-07 00:57:12
Policy Gradient Algorithms
In this post, we are going to look deep into policy gradient, why it works, and many new policy gradient algorithms proposed in recent years.
other
286
2020-04-07 03:49:15
Object Detection for Dummies
We will go through several basic concepts, algorithms, and popular deep learning models for image processing and object detection.
computer-vision
287
2020-04-07 03:59:53
Learning Word Embedding
This post introduces several models for learning word embedding and how their loss functions are designed for the purpose.
natural-language-processing
290
2020-04-07 13:38:36
GANSpace: Discovering Interpretable GAN Controls
This paper describes a simple technique to analyze Generative Adversarial Networks (GANs) and create interpretable controls for image synthesis.
computer-vision
291
2020-04-07 14:07:59
Kornia: Differentiable Computer Vision Library for PyTorch
Set of routines and differentiable modules to solve generic computer vision problems.
computer-vision
294
2020-04-07 15:36:13
PyTorch Geometric
Geometric deep learning extension library for PyTorch.
other
295
2020-04-07 15:40:00
DGL: Deep Graph Library
Python package built to ease deep learning on graph, on top of existing DL frameworks.
other
306
2020-04-07 20:07:28
BERT Research - Key Concepts & Sources
Video series on BERT's key concepts and sources.
natural-language-processing
307
2020-04-07 20:11:29
GLUE Explained: Understanding BERT Through Benchmarks
In this post we take a look at an important NLP benchmark used to evaluate BERT and other transfer learning models!
natural-language-processing
308
2020-04-07 23:22:18
TinyBERT
TinyBERT is 7.5x smaller and 9.4x faster on inference than BERT-base and achieves competitive performances in the tasks of natural language understanding.
natural-language-processing
313
2020-04-08 00:02:27
NVIDIA Neural Modules: NeMo
A toolkit for conversational AI.
natural-language-processing
315
2020-04-08 00:10:21
VoTT: Visual Object Tagging Tool
An electron app for building end to end Object Detection Models from Images and Videos.
computer-vision
316
2020-04-08 00:12:26
Clinical BERT
Repository for Publicly Available Clinical BERT Embeddings
natural-language-processing
318
2020-04-08 00:16:55
Computer Vision Annotation Tool (CVAT)
Free, online, interactive video and image annotation tool for computer vision.
computer-vision
319
2020-04-08 00:19:04
LabelImg
🖍️ A graphical image annotation tool and label object bounding boxes in images.
computer-vision
327
2020-04-08 14:16:28
How to Steal Modern NLP Systems with Gibberish?
It’s possible to steal BERT-based models without any real training data, even using gibberish word sequences.
natural-language-processing
334
2020-04-08 15:04:28
BioWordVec & BioSentVec
Pre-trained embeddings for biomedical words and sentences
natural-language-processing
335
2020-04-08 15:07:44
BioBERT: a pre-trained biomedical language representation model
Code for fine-tuning BioBERT for biomedical text mining tasks such as biomedical NER, relation extraction, QA, etc.
natural-language-processing