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Ensuring Training Reproducibility in PyTorch

Sunita Nayak
January 28, 2020 1 Comment
Deep Learning how-to Image Classification Machine Learning PyTorch Tutorial

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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Tags: AI deep learning determinism PyTorch random seed reproducibility
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Filed Under: Deep Learning, how-to, Image Classification, Machine Learning, PyTorch, Tutorial

PyTorch Model Inference using ONNX and Caffe2

Sunita Nayak
May 28, 2019 Leave a Comment
Deep Learning how-to Image Classification Machine Learning PyTorch Tutorial Uncategorized

May 28, 2019 By Leave a Comment

PyTorch Model Inference using ONNX and Caffe2

After the release of PyTorch in October 2016 by Facebook, it quickly gained popularity because of its developer friendliness. With its transparent and Pythonic interface, it is great for research and ...

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Tags: AI Computer Vision deep learning Machine Learning PyTorch
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Filed Under: Deep Learning, how-to, Image Classification, Machine Learning, PyTorch, Tutorial, Uncategorized

Image Classification using Transfer Learning in PyTorch

Sunita Nayak
May 20, 2019 Leave a Comment
Application Computer Vision Stories Deep Learning how-to Image Classification Machine Learning PyTorch Tutorial

May 20, 2019 By Leave a Comment

Image Classification Using Transfer Learning in PyTorch

Recently PyTorch has gained a lot of popularity because of its ease of usage and learning. Andrej Karpathy, Senior Director of AI at Tesla, said the following in his tweet. Jokes apart, PyTorch is ...

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Tags: AI Computer Vision deep learning Machine Learning Python PyTorch
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Filed Under: Application, Computer Vision Stories, Deep Learning, how-to, Image Classification, Machine Learning, PyTorch, Tutorial

Training YOLOv3 : Deep Learning based Custom Object Detector

Sunita Nayak
January 14, 2019 Leave a Comment
Deep Learning how-to Machine Learning Object Detection Tutorial Uncategorized

January 14, 2019 By Leave a Comment

yolov3 training- custom object detector

YOLOv3 is one of the most popular real-time object detectors in Computer Vision. In our previous post, we shared how to use YOLOv3 in an OpenCV application. It was very well received and many ...

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Tags: AI Computer Vision deep learning Machine Learning object detector YOLO YOLOv3
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Filed Under: Deep Learning, how-to, Machine Learning, Object Detection, Tutorial, Uncategorized

How to train a Deep Learning based Image Classifier in MacOS

Sunita Nayak
October 30, 2018 Leave a Comment
Deep Learning Edge Devices how-to Machine Learning Tutorial

October 30, 2018 By Leave a Comment

createML feature image

Training deep learning models is known to be a time consuming and technically involved task. But if you want to create Deep Learning models for Apple devices, it is super easy now with their new ...

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Tags: AI Computer Vision Coreml deep learning Image Classification ios Machine Learning
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Filed Under: Deep Learning, Edge Devices, how-to, Machine Learning, Tutorial

Deep learning based Object Detection and Instance Segmentation using Mask R-CNN in OpenCV (Python / C++)

Sunita Nayak
October 1, 2018 34 Comments
Application Deep Learning how-to Machine Learning Object Detection OpenCV 3 Segmentation Tutorial Uncategorized

October 1, 2018 By 34 Comments

Instance Segmentation using Mask R-CNN

A few weeks back we wrote a post on Object detection using YOLOv3. The output of an object detector is an array of bounding boxes around objects detected in the image or video frame, but we do not ...

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Tags: AI Computer Vision deep learning Mask-RCNN OpenCV Segmentation
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Filed Under: Application, Deep Learning, how-to, Machine Learning, Object Detection, OpenCV 3, Segmentation, Tutorial, Uncategorized

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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