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LearnOpenCV

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  1. Introduction To OpenCV
  2. Read, Display and Write an Image using OpenCV
  3. Reading and Writing Videos using OpenCV
  4. Image Resizing with OpenCV
  5. Cropping an Image using OpenCV
  6. Image Rotation and Translation Using OpenCV
  7. Annotating Images Using OpenCV
  8. Color spaces in OpenCV (C++ / Python)
  9. Image Filtering Using Convolution in OpenCV
  10. Image Thresholding in OpenCV
  11. Blob Detection Using OpenCV ( Python, C++ )
  12. Edge Detection Using OpenCV
  13. Mouse and Trackbar using OpenCV GUI
  14. Contour Detection using OpenCV
  15. Simple Background Estimation in Videos using OpenCV (C++/Python)
  16. Deep Learning with OpenCV DNN Module: A Definitive Guide
  1. Introduction to TensorFlow and Keras
  2. Getting Started with Neural Networks : A 30,000-Foot View for Beginners
  3. Training Neural Networks for Beginners
  4. TensorFlow & Keras Tutorial: Linear Regression
  5. Understanding Feedforward Neural Networks
  6. Implementing an MLP in TensorFlow & Keras
  7. Understanding Convolutional Neural Networks (CNNs): A Complete Guide
  8. Implementing a CNN in TensorFlow & Keras
  9. Image Classification using Pre-Trained ImageNet Models in TensorFlow & Keras
  10. Unlock the Power of Fine-Tuning Pre-Trained Models in TensorFlow & Keras
  1. Introduction To PyTorch
  2. Introduction to PyTorch: Basics
  3. PyTorch for Beginners: Image Classification using Pre-trained models
  4. Image Classification using Transfer Learning in PyTorch
  5. PyTorch for Beginners: Semantic Segmentation using torchvision
  6. Faster R-CNN Object Detection with PyTorch
  7. Mask R-CNN Instance Segmentation with PyTorch
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Getting Started with Keras & Tensorflow

At Learnopencv.com, we have adopted a mission of spreading awareness and educating a global workforce in Artificial Intelligence. Taking a step further in that direction, we have started creating tutorials for getting started in Deep Learning with Keras. We hope that this will be helpful for people who want to get started in Deep Learning

Keras for Beginners

We have created a series of tutorials for absolute beginners to get started with Keras and TensorFlow. There are lots of tutorials on the Keras website and we have tried to write these tutorials in such a way that there is minimum overlap with those tutorials.

Here is a list of tutorials in this series:

Getting Started with Neural Networks: A 30,000-Foot View for Beginners
May 2, 2017

Getting Started with Neural Networks: A 30,000-Foot View for Beginners

In this post, we’re going to provide a 30,000-Foot view of neural networks that’s aimed at absolute beginners who are…

Training Neural Networks for Beginners
January 3, 2023

Training Neural Networks for Beginners

In this post, we cover the essential elements required for training Neural Networks for an image classification problem. We will…

Tensorflow & Keras Tutorial: Linear Regression
January 3, 2023

Tensorflow & Keras Tutorial: Linear Regression

Before studying deep neural networks, we will cover the fundamental components of a simple (linear) neural network. We’ll begin with…

Understanding Feedforward Neural Networks
October 9, 2017

Understanding Feedforward Neural Networks

In this article, we will learn about feedforward Neural Networks, also known as Deep feedforward Networks or Multi-layer Perceptrons. They…

Implementing an MLP in TensorFlow & Keras
October 23, 2017

Implementing an MLP in TensorFlow & Keras

In this post, we will introduce several new concepts associated with the general problem of classification involving more than two…

Understanding Convolutional Neural Networks (CNNs): A Complete Guide
January 18, 2023

Understanding Convolutional Neural Networks (CNNs): A Complete Guide

In this post, we will learn about Convolutional Neural Networks (CNN) in the context of an image classification problem. We…

Implementing a CNN in TensorFlow & Keras
January 18, 2023

Implementing a CNN in TensorFlow & Keras

In this post, we’ll learn how to implement a Convolutional Neural Network (CNN) from scratch using Keras. Here, we show…

Image Classification using Pre-Trained ImageNet Models in TensorFlow & Keras
January 31, 2023

Image Classification using Pre-Trained ImageNet Models in TensorFlow & Keras

In this post, we will learn how to use pre-trained models to perform image classification. We have already seen how…

Unlock the Power of Fine-Tuning Pre-Trained Models in TensorFlow & Keras
March 1, 2023

Unlock the Power of Fine-Tuning Pre-Trained Models in TensorFlow & Keras

In the previous post in this series, we showed how to use pre-trained models in Keras to perform image classification.…

 

Get Started with TensorFlow

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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.

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