[{"id":"59740","title":"Introduction","description":"

Course Introduction

","steps":[{"id":"389285","prompt":null,"isOptional":true,"activities":[{"id":"381936","href":"/course_templates/18/video/381936?locale=uk","isLocked":false,"duration":292000,"title":"Course Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"59741","title":"Introduction to Computer Vision and Pre-built ML Models for Image Classification","description":"

Introduction to Computer Vision and Pre-built ML Models for Image Classification

","steps":[{"id":"389286","prompt":null,"isOptional":true,"activities":[{"id":"381937","href":"/course_templates/18/video/381937?locale=uk","isLocked":false,"duration":243000,"title":"What Is Computer Vision","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389287","prompt":null,"isOptional":true,"activities":[{"id":"381938","href":"/course_templates/18/video/381938?locale=uk","isLocked":false,"duration":374000,"title":"Different Type of Computer Vision Problems","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389288","prompt":null,"isOptional":true,"activities":[{"id":"381939","href":"/course_templates/18/video/381939?locale=uk","isLocked":false,"duration":225000,"title":"Computer Vision Use Cases","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389289","prompt":null,"isOptional":true,"activities":[{"id":"381940","href":"/course_templates/18/video/381940?locale=uk","isLocked":false,"duration":715000,"title":"Vision API - Pre-built ML Models","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389290","prompt":null,"isOptional":true,"activities":[{"id":"381941","href":"/course_templates/18/video/381941?locale=uk","isLocked":false,"duration":19000,"title":"Lab Introduction - Detecting Labels, Faces, and Landmarks in Images with the Cloud Vision API","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389291","prompt":null,"isOptional":false,"activities":[{"id":"381942","href":"/course_templates/18/labs/381942?locale=uk","isLocked":false,"duration":2400000,"title":"Detecting Labels, Faces, and Landmarks in Images with the Cloud Vision API","description":"The Cloud Vision API lets you understand the content of an image by encapsulating powerful machine learning models in a simple REST API. In this lab you’ll send an image to the Cloud Vision API and have it identify objects, faces, and landmarks.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389292","prompt":null,"isOptional":true,"activities":[{"id":"381943","href":"/course_templates/18/video/381943?locale=uk","isLocked":false,"duration":33000,"title":"Lab Introduction - Lab: Extracting Text from the images using the Google Cloud Vision API","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389293","prompt":null,"isOptional":false,"activities":[{"id":"381944","href":"/course_templates/18/labs/381944?locale=uk","isLocked":false,"duration":3600000,"title":"Extracting Text from the Images using the Google Cloud Vision API","description":"In this lab, you learn how to extract text from the images using the Google Cloud Vision API.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389294","prompt":null,"isOptional":true,"activities":[{"id":"381945","href":"/course_templates/18/documents/381945?locale=uk","isLocked":false,"duration":1800000,"title":"Readings","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389295","prompt":null,"isOptional":false,"activities":[{"id":"381946","href":"/course_templates/18/quizzes/381946?locale=uk","isLocked":false,"duration":1500000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"59742","title":"Vertex AI and AutoML Vision on Vertex AI","description":"

Learn about Vertex AI and AutoML Vision on Vertex AI

","steps":[{"id":"389296","prompt":null,"isOptional":true,"activities":[{"id":"381947","href":"/course_templates/18/video/381947?locale=uk","isLocked":false,"duration":305000,"title":"What is Vertex AI and why does a unified platform matter?","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389297","prompt":null,"isOptional":true,"activities":[{"id":"381948","href":"/course_templates/18/video/381948?locale=uk","isLocked":false,"duration":185000,"title":"Introduction to AutoML Vision on Vertex AI","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389298","prompt":null,"isOptional":true,"activities":[{"id":"381949","href":"/course_templates/18/video/381949?locale=uk","isLocked":false,"duration":316000,"title":"How does Vertex AI help with the ML workflow, part 1 ?","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389299","prompt":null,"isOptional":true,"activities":[{"id":"381950","href":"/course_templates/18/video/381950?locale=uk","isLocked":false,"duration":425000,"title":"How does Vertex AI help with the ML workflow, part 2 ?","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389300","prompt":null,"isOptional":true,"activities":[{"id":"381951","href":"/course_templates/18/video/381951?locale=uk","isLocked":false,"duration":316000,"title":"Which vision product is right for you ?","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389301","prompt":null,"isOptional":true,"activities":[{"id":"381952","href":"/course_templates/18/video/381952?locale=uk","isLocked":false,"duration":22000,"title":"Lab Introduction - Identifying Damaged Car Parts with Vertex AI for AutoML Vision users","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389302","prompt":null,"isOptional":false,"activities":[{"id":"381953","href":"/course_templates/18/labs/381953?locale=uk","isLocked":false,"duration":5400000,"title":"Identifying Damaged Car Parts with Vertex AI for AutoML Vision Users","description":"In this lab, you will learn how to train a custom Vertex AI image classification model to recognize damaged car parts.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389303","prompt":null,"isOptional":true,"activities":[{"id":"381954","href":"/course_templates/18/documents/381954?locale=uk","isLocked":false,"duration":1800000,"title":"Readings","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389304","prompt":null,"isOptional":false,"activities":[{"id":"381955","href":"/course_templates/18/quizzes/381955?locale=uk","isLocked":false,"duration":1500000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"59743","title":"Custom Training with Linear, Neural Network and Deep Neural Network models","description":"

Learn about Custom Training with Linear, Neural Network and Deep Neural Network models

","steps":[{"id":"389305","prompt":null,"isOptional":true,"activities":[{"id":"381956","href":"/course_templates/18/video/381956?locale=uk","isLocked":false,"duration":315000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389306","prompt":null,"isOptional":true,"activities":[{"id":"381957","href":"/course_templates/18/video/381957?locale=uk","isLocked":false,"duration":161000,"title":"Introduction to Linear Models","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389307","prompt":null,"isOptional":true,"activities":[{"id":"381958","href":"/course_templates/18/video/381958?locale=uk","isLocked":false,"duration":548000,"title":"Reading the Data","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389308","prompt":null,"isOptional":true,"activities":[{"id":"381959","href":"/course_templates/18/video/381959?locale=uk","isLocked":false,"duration":912000,"title":"Implementing Linear Models for Image Classification","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389309","prompt":null,"isOptional":true,"activities":[{"id":"381960","href":"/course_templates/18/video/381960?locale=uk","isLocked":false,"duration":11000,"title":"Lab Introduction - Classifying Images with a Linear Model","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389310","prompt":null,"isOptional":false,"activities":[{"id":"381961","href":"/course_templates/18/labs/381961?locale=uk","isLocked":false,"duration":5400000,"title":"Classifying Images with a Linear Model","description":"In this lab, you will learn how to classify images of flowers with a linear model using the tf.keras API.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389311","prompt":null,"isOptional":true,"activities":[{"id":"381962","href":"/course_templates/18/video/381962?locale=uk","isLocked":false,"duration":506000,"title":"Neural Networks and Deep Neural Networks for Image Classification","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389312","prompt":null,"isOptional":true,"activities":[{"id":"381963","href":"/course_templates/18/video/381963?locale=uk","isLocked":false,"duration":9000,"title":"Lab Introduction - Classifying Images with a NN and DNN Model","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389313","prompt":null,"isOptional":false,"activities":[{"id":"381964","href":"/course_templates/18/labs/381964?locale=uk","isLocked":false,"duration":8100000,"title":"Classifying Images with a NN and DNN Model","description":"In this lab, you learn how to build a neural network to classify the tf-flowers dataset using a Deep Neural Network Model.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389314","prompt":null,"isOptional":true,"activities":[{"id":"381965","href":"/course_templates/18/video/381965?locale=uk","isLocked":false,"duration":463000,"title":"Deep Neural Networks with Dropout and Batch Normalization","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389315","prompt":null,"isOptional":true,"activities":[{"id":"381966","href":"/course_templates/18/video/381966?locale=uk","isLocked":false,"duration":12000,"title":"Lab Introduction - Classifying Images using Dropout and Batchnorm Layer","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389316","prompt":null,"isOptional":false,"activities":[{"id":"381967","href":"/course_templates/18/labs/381967?locale=uk","isLocked":false,"duration":5400000,"title":"Classifying Images using Dropout and Batchnorm Layer","description":"In this lab, you learn how to build a neural network to classify the tf-flowers dataset using dropout and batchnorm layer.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389317","prompt":null,"isOptional":true,"activities":[{"id":"381968","href":"/course_templates/18/documents/381968?locale=uk","isLocked":false,"duration":1800000,"title":"Readings","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389318","prompt":null,"isOptional":false,"activities":[{"id":"381969","href":"/course_templates/18/quizzes/381969?locale=uk","isLocked":false,"duration":1500000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"59744","title":"Convolutional Neural Networks","description":"

Learn about Convolutional Neural Networks

","steps":[{"id":"389319","prompt":null,"isOptional":true,"activities":[{"id":"381970","href":"/course_templates/18/video/381970?locale=uk","isLocked":false,"duration":84000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389320","prompt":null,"isOptional":true,"activities":[{"id":"381971","href":"/course_templates/18/video/381971?locale=uk","isLocked":false,"duration":448000,"title":"Convolutional Neural Networks","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389321","prompt":null,"isOptional":true,"activities":[{"id":"381972","href":"/course_templates/18/video/381972?locale=uk","isLocked":false,"duration":702000,"title":"Understanding Convolutions","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389322","prompt":null,"isOptional":true,"activities":[{"id":"381973","href":"/course_templates/18/video/381973?locale=uk","isLocked":false,"duration":698000,"title":"CNN Model Parameters","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389323","prompt":null,"isOptional":true,"activities":[{"id":"381974","href":"/course_templates/18/video/381974?locale=uk","isLocked":false,"duration":292000,"title":"Working with Pooling Layers","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389324","prompt":null,"isOptional":true,"activities":[{"id":"381975","href":"/course_templates/18/video/381975?locale=uk","isLocked":false,"duration":299000,"title":"Implementing CNNs on Vertex AI with pre-built TF container using Vertex Workbench","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389325","prompt":null,"isOptional":true,"activities":[{"id":"381976","href":"/course_templates/18/video/381976?locale=uk","isLocked":false,"duration":15000,"title":"Lab Introduction - Classifying Images with pre-built TF Container on Vertex AI","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389326","prompt":null,"isOptional":true,"activities":[{"id":"381977","href":"/course_templates/18/labs/381977?locale=uk","isLocked":false,"duration":5400000,"title":"Classifying Images with pre-built TF Container on Vertex AI","description":"In this lab, you learn how to implement different image models on MNIST using the tf.keras API.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389327","prompt":null,"isOptional":true,"activities":[{"id":"381978","href":"/course_templates/18/documents/381978?locale=uk","isLocked":false,"duration":1800000,"title":"Readings","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389328","prompt":null,"isOptional":false,"activities":[{"id":"381979","href":"/course_templates/18/quizzes/381979?locale=uk","isLocked":false,"duration":2400000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"59745","title":"Dealing with Image Data","description":"

Learn about dealing with Image Data

","steps":[{"id":"389329","prompt":null,"isOptional":true,"activities":[{"id":"381980","href":"/course_templates/18/video/381980?locale=uk","isLocked":false,"duration":76000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389330","prompt":null,"isOptional":true,"activities":[{"id":"381981","href":"/course_templates/18/video/381981?locale=uk","isLocked":false,"duration":370000,"title":"Preprocessing the Image Data","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389331","prompt":null,"isOptional":true,"activities":[{"id":"381982","href":"/course_templates/18/video/381982?locale=uk","isLocked":false,"duration":295000,"title":"Model Parameters and the Data Scarcity Problem","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389332","prompt":null,"isOptional":true,"activities":[{"id":"381983","href":"/course_templates/18/video/381983?locale=uk","isLocked":false,"duration":464000,"title":"Data Augmentation","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389333","prompt":null,"isOptional":true,"activities":[{"id":"381984","href":"/course_templates/18/video/381984?locale=uk","isLocked":false,"duration":10000,"title":"Lab Introduction - Classifying Images using Data Augmentation","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389334","prompt":null,"isOptional":false,"activities":[{"id":"381985","href":"/course_templates/18/labs/381985?locale=uk","isLocked":false,"duration":5400000,"title":"Classifying Images using Data Augmentation","description":"In this lab, you learn how to carry out data augmentation to improve the models resilience and accuracy.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389335","prompt":null,"isOptional":true,"activities":[{"id":"381986","href":"/course_templates/18/video/381986?locale=uk","isLocked":false,"duration":419000,"title":"Transfer Learning","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389336","prompt":null,"isOptional":true,"activities":[{"id":"381987","href":"/course_templates/18/video/381987?locale=uk","isLocked":false,"duration":12000,"title":"Lab Introduction - Classifying Images with Transfer Learning","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389337","prompt":null,"isOptional":false,"activities":[{"id":"381988","href":"/course_templates/18/labs/381988?locale=uk","isLocked":false,"duration":5400000,"title":"Classifying Images with Transfer Learning","description":"In this lab, you learn how to build a neural network to classify the tf-flowers (5 flowers) dataset by using a pre-trained image embedding.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389338","prompt":null,"isOptional":true,"activities":[{"id":"381989","href":"/course_templates/18/documents/381989?locale=uk","isLocked":false,"duration":1800000,"title":"Readings","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389339","prompt":null,"isOptional":false,"activities":[{"id":"381990","href":"/course_templates/18/quizzes/381990?locale=uk","isLocked":false,"duration":1500000,"title":"Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"59746","title":"Summary","description":"

Course Summary

","steps":[{"id":"389340","prompt":null,"isOptional":true,"activities":[{"id":"381991","href":"/course_templates/18/video/381991?locale=uk","isLocked":false,"duration":261000,"title":"Summary","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"389341","prompt":null,"isOptional":true,"activities":[{"id":"381992","href":"/course_templates/18/documents/381992?locale=uk","isLocked":false,"duration":1800000,"title":"Readings","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"next-steps","title":"Your Next Steps","description":null,"steps":[{"id":"badge-step","prompt":null,"isOptional":true,"activities":[{"id":"badge","href":null,"isLocked":true,"duration":null,"title":"Course Badge","description":null,"type":"badge","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":true}]

Computer Vision Fundamentals with Google Cloud