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Experiment Logging with TensorBoard and wandb

October 11, 2020 By Leave a Comment

front image

When approaching a problem using Machine Learning or Deep Learning, researchers often face a necessity of model tuning because the chosen method usually depends on various hyperparameters and used ...

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Filed Under: Deep Learning, Machine Learning, Object Detection, PyTorch, Tools, Tutorial

Image Matting with state-of-the-art Method “F, B, Alpha Matting”

September 28, 2020 By Leave a Comment

The foreground is the part of a view or picture, that is nearest to you when you look at it (Oxford dictionary). We, humans, are usually good at distinguishing foreground objects on images from the ...

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Filed Under: Deep Learning, Machine Learning, PyTorch, Segmentation, Tutorial

Bag of Tricks for Image Classification

September 21, 2020 By Leave a Comment

Bag of Tricks for Image Classification

Introduction Image classification is a key task in Computer Vision. In an image classification task, the input is an image, and the output is a class label (e.g. "cat", "dog", etc. ) that ...

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Filed Under: Deep Learning, Image Classification, Machine Learning, PyTorch, PyTorch-Lightning

TensorBoard with PyTorch Lightning

August 10, 2020 By Leave a Comment

A picture is worth a thousand words! As computer vision and machine learning experts, we could not agree more. Human intuition is the most powerful way of making sense out of random chaos, ...

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Filed Under: Deep Learning, how-to, Image Classification, Machine Learning, PyTorch, Tutorial

Getting Started with PyTorch Lightning

May 10, 2020 By Leave a Comment

featured-lightning

Imagine, one day you have an amazing idea for your machine learning project. You write down all the details on a piece of paper- the model architecture, the optimizer, the dataset. And now you just ...

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Filed Under: Deep Learning, how-to, Image Classification, Machine Learning, PyTorch, Tutorial

Ensuring Training Reproducibility in PyTorch

January 28, 2020 By 1 Comment

Ensuring training reproducibility in PyTorch

Imagine you trained a deep learning model on some dataset. A few days later, you want to reproduce the same experiment, but if you were not careful, you may never be able to reproduce the same ...

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Filed Under: Deep Learning, how-to, Image Classification, Machine Learning, PyTorch, Tutorial

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About

I am an entrepreneur with a love for Computer Vision and Machine Learning with a dozen years of experience (and a Ph.D.) in the field.

In 2007, right after finishing my Ph.D., I co-founded TAAZ Inc. with my advisor Dr. David Kriegman and Kevin Barnes. The scalability, and robustness of our computer vision and machine learning algorithms have been put to rigorous test by more than 100M users who have tried our products. Read More…

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