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How to train a Deep Learning based Image Classifier in MacOS

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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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++)

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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Filed Under: Application, Deep Learning, how-to, Machine Learning, Object Detection, OpenCV 3, Segmentation, Tutorial, Uncategorized

Convolutional Neural Network based Image Colorization using OpenCV

July 29, 2018 By 3 Comments

Deep Learning based Image Colorization using OpenCV

Sometimes technology enhances art. Sometimes it vandalizes art. Colorizing black and white films is a very old idea dating back to 1902. For decades many movie creators opposed the idea of ...

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Filed Under: Application, Computer Vision Stories, Deep Learning, how-to, Machine Learning, OpenCV 3

SVM using Scikit-Learn in Python

July 27, 2018 By 3 Comments

SVM with scikit-learn

This post explains the implementation of Support Vector Machines (SVMs) using Scikit-Learn library in Python. We had discussed the math-less details of SVMs in the earlier post. In this post, we ...

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Filed Under: Machine Learning

GOTURN : Deep Learning based Object Tracking

July 22, 2018 By 16 Comments

GOTURN : Deep Learning based Object Tracker

In this post, we will learn about a Deep Learning based object tracking algorithm called GOTURN. The original implementation of GOTURN is in Caffe, but it has been ported to the OpenCV Tracking API ...

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Filed Under: Deep Learning, how-to, Machine Learning, Tracking

Support Vector Machines (SVM)

July 11, 2018 By 8 Comments

Support Vector Machine

Ideas in Machine Learning have a "winner takes all" quality. When an idea takes off, it dominates the field so completely that one tends to believe it is the only idea worth pursuing. Today, Deep ...

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Filed Under: Machine Learning, Theory

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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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