All content for software engineers

Development Deploy MP Wiki

Base Learning Rate

The learning rate defines how large the steps of your optimizer are on your loss landscape. The base learning rate defines at which learning rate …

Development Deploy MP Wiki

Batch Size

The batch size depicts the number of samples that propagate through the neural network before updating the model parameters. Each batch of samples …

Deploy Development MP Wiki

Binary Cross-Entropy Loss

Binary Cross-Entropy loss is a special case of Cross-Entropy loss used for multilabel classification (taggers) . It is the cross entropy loss when …

Design Development MP Wiki

Blur

This data augmentation feature allows you to blur your images with certain probabilities. The intensity of the blur can also be adjusted by adjusting …

Development Deploy MP Wiki

Bounding Box Regression Loss

Object detection involves localization and classification. Localizing multiple objects in an image is mainly done by bounding boxes. The bounding box …

Development Deploy MP Wiki

Cascade RCNN

General Information Intersection Over Union threshold is used in object detection to define positives and negatives. If the IoU threshold is low, …

Development Deploy MP Wiki

Center Crop

Data augmentation tool that allows you to crop your samples to a specified height and width with certain probability. Since it is center crop, the …

Deploy MP Wiki

Challenges of Deployment

A few of the challenges most teams usually run into during the deployment stage: 1. Differences in programming languages The machine learning model …

Deploy User documentation

Classification

Sample inference script for exported torchscript image classifier The following sample code should be run from the export directory: import torch …

Development Deploy User documentation

COCO Dataset format

Hasty allows you to export your project in the very well-known COCO dataset format. You can find more information about this format here .

Development Deploy MP Wiki

Color Jitter

This data augmentation tool adds brightness, contrast, saturation, and hue to your sample images. Parameters Brightness It sets the brightness of the …

Deploy MP Wiki

Commonly used web frameworks

Flask is an open-source lightweight web framework built in Python to deploy web applications. To begin using Flask, we must first install it on our …

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