TransTrack: Multiple-Object Tracking with Transformer

Github: https://github.com/PeizeSun/TransTrack

Paper: https://arxiv.org/abs/2012.15460v1

👉 @bigdata_1

Train and serve a TensorFlow model with TensorFlow Serving

https://www.tensorflow.org/tfx/tutorials/serving/rest_simple

Code: https://github.com/tensorflow/tfx/blob/master/docs/tutorials/serving/rest_simple.ipynb

Dataset: https://github.com/zalandoresearch/fashion-mnist

👉 @bigdata_1

All Machine Learning Algorithms You Should Know in 2021

https://www.kdnuggets.com/2021/01/machine-learning-algorithms-2021.html

👉 @bigdata_1

Involution: Inverting the Inherence of Convolution for Visual Recognition

Github: https://github.com/d-li14/involution

Paper: https://arxiv.org/abs/2103.06255

OpenMMLab: https://openmmlab.com/

👉 @bigdata_1

CRSLab

is an open-source toolkit for building Conversational Recommender System (CRS)

Github: https://github.com/RUCAIBox/CRSLab

Paper: https://arxiv.org/pdf/2101.00939.pdf

Documentation: https://crslab.readthedocs.io/en/latest/?badge=latest

👉 @bigdata_1

Strawberry Fields is a full-stack Python library for designing, simulating, and optimizing continuous-variable quantum optical circuits.

Github: https://github.com/XanaduAI/strawberryfields

Paper: https://arxiv.org/pdf/2103.05530v1.pdf

👉 @bigdata_1

WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection

GIthub: https://github.com/deepfakeinthewild/deepfake-in-the-wild

Paper: https://arxiv.org/abs/2101.01902v1

Dataset: https://docs.google.com/forms/d/e/1FAIpQLSfN-CrnxDz_Furv0KzcNdO_Nzf_3Gpy4s-P4qRjKBJuD2CaEA/viewform

👉 @bigdata_1

MagFace: A Universal Representation for Face Recognition and Quality Assessment

Github: https://github.com/IrvingMeng/MagFace

Paper: https://arxiv.org/abs/2103.06627

Code example: https://github.com/IrvingMeng/MagFace/blob/main/inference/examples.ipynb

👉 @bigdata_1

Ultimate Guide To Loss functions In PyTorch With Python Implementation

https://analyticsindiamag.com/all-pytorch-loss-function/

👉 @bigdata_1

Develop a Neural Network for Banknote Authentication

https://machinelearningmastery.com/neural-network-for-banknote-authentication/

👉 @bigdata_1

Corner Case Description and Detection

Github: https://github.com/thouyang/ccd-dsa

Paper: https://arxiv.org/abs/2101.02494

👉 @bigdata_1

Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion

Github: https://github.com/hkchengrex/MiVOS

Paper: https://arxiv.org/pdf/2103.07941v1.pdf

👉 @bigdata_1

A Unified Learning Approach for Hand Gesture Recognition and Fingertip Detection

Github: https://github.com/MahmudulAlam/Unified-Gesture-and-Fingertip-Detection

Paper: https://arxiv.org/abs/2101.02047v1

👉 @bigdata_1

Open Avatarify Photorealistic avatars for video-conferencing apps. Democratized.

Github: https://github.com/alievk/avatarify-python

Demo: https://www.youtube.com/watch?v=Q7LFDT-FRzs&feature=youtu.be&ab_channel=AliAliev

👉 @bigdata_1

Imbalanced Few-Shot Learning Framework in Pytorch

GIthub: https://github.com/mattochal/imbalanced_fsl_public

Paper: https://arxiv.org/abs/2101.02523v1

👉 @bigdata_1

Probabilistic two-stage detection

Two-stage object detectors that use class-agnostic one-stage detectors as the proposal network.

Github: https://github.com/xingyizhou/CenterNet2

Paper: https://arxiv.org/abs/2103.07461v1


👉 @bigdata_1

DENet: a deep architecture for audio surveillance applications

GIthub: https://github.com/MiviaLab/DENet

Paper: https://link.springer.com/article/10.1007/s00521-020-05572-5

👉 @bigdata_1

🔷 PyTorch Geometric Temporal is a temporal (dynamic) extension library for PyTorch Geometric.

Github: https://github.com/benedekrozemberczki/pytorch_geometric_temporal

Paper: https://dl.acm.org/doi/10.1145/3308560.3316581

Dataset: https://pytorch-geometric-temporal.readthedocs.io/en/latest/notes/introduction.html#discrete-time-datasets

👉 @bigdata_1

Code Adam Gradient Descent Optimization From Scratch

https://machinelearningmastery.com/adam-optimization-from-scratch/

👉 @bigdata_1

Large Scale Image Completion via Co-Modulated Generative Adversarial Networks, ICLR 2021 (Spotlight)

Gitub: https://github.com/zsyzzsoft/co-mod-gan

Paper: https://openreview.net/pdf?id=sSjqmfsk95O

Demo: http://comodgan.ml/

👉 @bigdata_1