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Image Recognition with Machine Learning (Adaptilab)


Image Processing - Quiz Have questions about Quiz? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4928822707224576). SqueezeNet - Model Layers Learn about the high-level architecture of SqueezeNet. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4762433174372352). Image Processing - Introduction Have questions about Introduction? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4898394608762880). Image Processing - Image Types Learn how to decode raw image data into pixel data using TensorFlow. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5362926242234368). Image Processing - Dataset Create a dataset of image files and convert them into pixel data. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6242221693075456). Image Processing - Iterator Set up an Iterator to extract data from an image dataset. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5967463021805568). Image Processing - PIL Library Use the PIL library to extract and modify data from an image. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4834846809522176). CNN - Convolution Learn how convolutions work and the role they play in CNNs. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6024294515605504). CNN - Max Pooling Understand how padding layers can improve a CNN's performance. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5708875808374784). CNN - Multiple Layers Discover the nuances of increasing the size and depth of a CNN. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5485579636572160). CNN - Dropout Learn about dropout and how it can reduce overfitting in large neural networks. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6592020522991616). CNN - Logits Use a fully-connected layer to extract multiclass logits from the CNN. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5427946946822144). CNN - Quiz Have questions about Quiz? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5123190646898688). SqueezeNet - Initialization Learn about the CIFAR-10 dataset along with the input and output sizes of the data. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6539667690225664). SqueezeNet - Adding Fire Add fire modules to the model and learn about delayed downsampling. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4790356451262464). SqueezeNet - Depth Increase the SqueezeNet model's depth for added performance. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6202380553027584). SqueezeNet - Logits Use global average pooling to obtain the model's logits. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4745532696166400). SqueezeNet - Sparse Labels Understand sparse representation of labels. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4823162283884544). SqueezeNet - Quiz Have questions about Quiz? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5555068851978240). ResNet - Introduction Have questions about Introduction? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5461344562184192). ResNet - ImageNet Label images using a CNN trained on the ImageNet dataset. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6487188961230848). ResNet - Initialization Discover how the ResNet model is structured for each of its configurations. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6007182879358976). ResNet - Padding Create custom padding layers to maintain consistency in padding. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5950519107387392). ResNet - Pre-activation Learn why batch normalization and pre-activation are important in ResNet. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6126505543335936). ResNet - Shortcut Understand how shortcuts can improve performance in large models. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5949062190727168). ResNet - ResNet Block Learn about the main building block of ResNet and how it works. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6525453630177280). ResNet - Bottleneck Understand how bottleneck blocks decrease memory usage for large ResNet models. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6209943604559872). ResNet - Block Layer Stack multiple blocks together to create a block layer in ResNet. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4695866281558016). ResNet - Model Layers Learn about the initial and final layers for ResNet. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4725072059170816). ResNet - Full Model Architecture Learn about the full model architecture of ResNet. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5563555589914624). ResNet - Quiz Have questions about Quiz? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4659603067371520). ResNet - Course Conclusion Have questions about Course Conclusion? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4966174909530112). CNN - Reshaping Reshape image data from the basic 2-D matrix format into NHWC format. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4791375482585088). CNN - Fully-Connected Understand how fully-connected layers can be used to aggregate and flatten data. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6305462536372224). CNN - Classification Learn how to train and use the CNN model for MNIST datasets. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5176127779766272). SqueezeNet - Augmentation Discover how data augmentation works and its benefits for training a CNN. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6611479543414784). SqueezeNet - Stacking Fire Stack multiple fire modules together by creating a utility function. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5963119014707200). SqueezeNet - Introduction Have questions about Introduction? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5880323504078848). What you'll learn from this course - Overview Have questions about Overview? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5917522379407360). Image Processing - Resizing Use TensorFlow to resize images with a variety of different image scaling algorithms. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6288657856069632). Image Processing - Execution Learn how to execute data extraction in TensorFlow. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5000605636493312). CNN - Introduction Have questions about Introduction? Go for it! View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/4881282972516352). CNN - Initialization Learn about the MNIST dataset along with the input and output sizes for the data. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5960746716364800). SqueezeNet - Fire Module Learn about the central component of SqueezeNet, the fire module. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/5080711071531008). Image Processing - Image Files Discover how image data is stored in files and how pixels affect image interpretation. View the lesson [here](https://www.educative.io/collection/page/6083138522447872/5093907643760640/6575120044785664).
About the Image Recognition with Machine Learning (Adaptilab) category [Image Recognition with Machine Learning (Adaptilab)] (1)