Articles in COMPUTER VISION

9 articles

PyTorch: dividing dataset, transformations, training on GPU and metric visualization

PyTorch: dividing dataset, transformations, training on GPU and metric visualization

Practical tips on dividing a dataset for training, validation and testing, applying transformations, moving to a GPU and metrics visualization.

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YOLO fast object detection and classification

YOLO fast object detection and classification

YOLO fast object detection and classification. Brief introduction to the YOLO algorithm plus installation tips for Ubuntu.

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k-nearest neighbors for handwriting recognition

k-nearest neighbors for handwriting recognition

Not only simple and efficient, but working extremely well in surprisingly many areas of application. K-nearest neighbors - can it handle handwriting?

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Convolutional neural network 4: data augmentation

Convolutional neural network 4: data augmentation

Data augmentation - train a neural network with data generators. The last part of the tutorial on convolutional neural networks.

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Convolutional neural network 3: convnets and overfitting

Convolutional neural network 3: convnets and overfitting

Convnets and overfitting - the third part of a practical tutorial. Regularization techniques and practical tips for building convolutional networks.

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Convolutional neural network 2: architecture

Convolutional neural network 2: architecture

Convolutional neural network - everything you would like to know about ConvNets, but were afraid to ask ;-). Comprehensive multipart tutorial: part 2

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