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Скачать с ютуб Build a Deep CNN Image Classifier with ANY Images в хорошем качестве

Build a Deep CNN Image Classifier with ANY Images 2 года назад


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Build a Deep CNN Image Classifier with ANY Images

Get the Code https://github.com/nicknochnack/Image... So...you wanna build your own image classifier eh? Well in this tutorial you're going to learn how to do exactly that...FROM SCRATCH using Python, Tensorflow and Keras. But best yet, you can do it on virtually any dataset. Go on, give it a go! Links Sigmoid Activation: https://en.wikipedia.org/wiki/Sigmoid... Relu Activation: https://en.wikipedia.org/wiki/Rectifi...) Image Downloader Extension: https://chrome.google.com/webstore/de... Conv2D Layer: https://www.tensorflow.org/api_docs/p... MaxPooling Layer: https://keras.io/api/layers/pooling_l... Chapters 0:00 - Start 0:28 - Explainer 1:19 - PART 1: Building a Data Pipeline 3:08 - Installing Dependencies 8:30 - Getting Data from Google Images 23:12 - Load Data using Keras Utils 33:22 - PART 2: Preprocessing Data 35:56 - Scaling Images 42:23 - Partitioning the Dataset 47:34 - PART 3: Building the Deep Neural Network 48:21 - Build the Network 1:02:32 - Training the DNN 1:06:37 - Plotting Model Performance 1:09:50 - PART 4: Evaluating Perofmrnace 1:10:38 - Evaluating on the Test Partition 1:13:59 - Testing on New Data 1:20:39 - PART 5: Saving the Model 1:21:08 - Saving the model as h5 file 1:24:43 - Wrap Up Oh, and don't forget to connect with me! LinkedIn: https://bit.ly/324Epgo Facebook: https://bit.ly/3mB1sZD GitHub: https://bit.ly/3mDJllD Patreon: https://bit.ly/2OCn3UW Join the Discussion on Discord: https://bit.ly/3dQiZsV Happy coding! Nick P.s. Let me know how you go and drop a comment if you need a hand! #deeplearning #python

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