Image classification using CNN (CIFAR10 dataset) | Deep Learning Tutorial 24 (Tensorflow & Python)
In this video we will do small image classification using CIFAR10 dataset in tensorflow. We will use convolutional neural network for this image classification problem. First we will train a model using simple artificial neural network and then check how the performance looks like and then we will train a CNN and see how the model accuracy improves. This tutorial will help you understand why CNN is preferred over ANN for image classification.
Code: https://github.com/codebasics/deep-learning-keras-tf-tutorial/blob/master/16_cnn_cifar10_small_image_classification/cnn_cifar10_dataset.ipynb
Exercise: Scroll to the very end of above notebook. You will find exercise description and solution link
Deep learning playlist: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO
Machine learning playlist : https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw
Website: http://codebasicshub.com/
Facebook: https://www.facebook.com/codebasicshub
Twitter: https://twitter.com/codebasicshub
Linkedin: https://www.linkedin.com/company/codebasics/
Discord: https://discord.gg/r42Kbuk
Patreon: https://www.patreon.com/codebasics
DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.
Видео Image classification using CNN (CIFAR10 dataset) | Deep Learning Tutorial 24 (Tensorflow & Python) канала codebasics
Code: https://github.com/codebasics/deep-learning-keras-tf-tutorial/blob/master/16_cnn_cifar10_small_image_classification/cnn_cifar10_dataset.ipynb
Exercise: Scroll to the very end of above notebook. You will find exercise description and solution link
Deep learning playlist: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO
Machine learning playlist : https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw
Website: http://codebasicshub.com/
Facebook: https://www.facebook.com/codebasicshub
Twitter: https://twitter.com/codebasicshub
Linkedin: https://www.linkedin.com/company/codebasics/
Discord: https://discord.gg/r42Kbuk
Patreon: https://www.patreon.com/codebasics
DISCLAIMER: All opinions expressed in this video are of my own and not that of my employers'.
Видео Image classification using CNN (CIFAR10 dataset) | Deep Learning Tutorial 24 (Tensorflow & Python) канала codebasics
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
Simple explanation of convolutional neural network | Deep Learning Tutorial 23 (Tensorflow & Python)Real-World Python Neural Nets Tutorial (Image Classification w/ CNN) | Tensorflow & KerasClassify Images Using Python & Machine LearningGPU bench-marking with image classification | Deep Learning Tutorial 17 (Tensorflow2.0, Python)The World in 2050Binary Image Classification with CNN (Deep Learning) on Kaggle Dogs vs Cats DatasetData augmentation to address overfitting | Deep Learning Tutorial 26 (Tensorflow, Keras & Python)Loss or Cost Function | Deep Learning Tutorial 11 (Tensorflow Tutorial, Keras & Python)Train Neural Network by loading your images |TensorFlow, CNN, Keras tutorialLoading in your own data - Deep Learning basics with Python, TensorFlow and Keras p.2AI learns to play snake using Genetic Algorithm and Deep learningA friendly introduction to Convolutional Neural Networks and Image RecognitionConvolutional Neural Networks | CNN | Kernel | Stride | Padding | Pooling | Flatten | FormulaRecurrent Neural Network (RNN) Tutorial | RNN LSTM Tutorial | Deep Learning Tutorial | SimplilearnConvolutional Neural Networks (CNNs) explainedHow to Make an Image Classifier - Intro to Deep Learning #6Image Classification with Keras, Tensorflow | Cat Vs Dog Prediction | Convolution Neural Networks P1Transfer Learning | Deep Learning Tutorial 27 (Tensorflow, Keras & Python)If Programming Was An Anime Part 2