Monday, June 21, 2021

Understanding Recall and Precision in Simplest Way

This video talks about how to evaluate any Machine Learning classification model and what all matrices are available to do so. It contains very simple to follow examples along with calculations and brief overview of confusion matrix.

Monday, June 14, 2021

Building End-to-End Custom Image Classifier using Azure Custom Vision

This video talks about the complete flow of image classification, starting from image collection, image tagging/labelling, training classification model, evaluating the model, and testing the predictions using Prediction API. This complete flow relies on Azure Custom Vision service.

Detecting Vehicles in an Image using Azure Custom Vision Service

This video explains, how to start with object detection using Azure custom vision service. It talks about how one can detect cars and buses from any valid image along with some of the best practices about training the model. One will also learn about some of the limitations of detection API.