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Show US the Data Kaggle

Named Entity Recognition using Hugging Face

 Posted on June 23, 2021  |  8 minutes  |  

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NLP  NER  token-classification  hugging-face  pytorch  kaggle 

GAN Tricks: Equalized Learning Rate

Generalised implementation in Pytorch

 Posted on January 5, 2021  |  4 minutes  |  

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gan,  generative-model,  stylegan,  equalized-learning-rate,  pytorch,  rosinality,  hook,  computation-graph,  deep-learning 

Jigsaw Toxic Comment Kaggle

Notes on Team Lingua Franca's solution

 Posted on December 6, 2020  |  7 minutes  |  

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kaggle,  nlp,  classification,  pseudo-label,  semi-supervised,  deep-learning 

Google Landmark Recognition Kaggle 2020

Notes on Team PD's solution

 Posted on November 17, 2020  |  11 minutes  |  

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kaggle,  solution,  google-landmark-recognition,  computer-vision,  metric-learning,  global-average-precision,  classification,  metric-learning,  embedding,  cos-similarity 

Super-resolving satellite images using ESRGAN

How well does the ESRGAN work on satellite images?

 Posted on October 17, 2020  |  13 minutes  |  

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deep-learning,  super-resolution,  GAN,  ESRGAN,  satellite-image,  generative,  unsupservised 

Tiny Art Exhibition: Style Transfer

The style of a selection of artists is imprinted onto everyday photographs using Nerual Style Transfer.

 Posted on June 2, 2020  |  2 minutes  |  

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deep-learning,  neural-style-transfer,  perceptual-loss,  gramm-matrix,  image-processing 

Grad-CAM in Deepfake Face Recognition

Where's the CNN looking at?

 Posted on April 14, 2020  |  10 minutes  |  

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gradient,  CAM,  Grad-CAM,  deep-learning,  CNN,  hooks,  efficientnet-b1,  deepfakes,  kaggle,  dfdc,  RetinaFace,  holoviews,  context-manager 

Backpass and Pytorch Autograd

How to compute gradients

 Posted on April 9, 2020  |  8 minutes  |  

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deep-learning,  pytorch,  back-propagation,  gradient,  autograd,  backward,  requires_grad 

How to Extract Frames from a Video

Basic video processing using Python

 Posted on April 1, 2020  |  2 minutes  |  

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python,  opencv,  mmcv,  video-processing,  frame,  image 

Using ffmpeg to Compress Videos

Common settings for compressing video for the internet

 Posted on March 20, 2020  |  2 minutes  |  

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linux,  python,  ffmpeg,  video-compression,  fps 
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