[{"id":"55529","title":"Introduction","description":"

Welcome to the course! In this module, you'll meet the instructor and learn about the course content and how to get started.

","steps":[{"id":"364155","prompt":null,"isOptional":true,"activities":[{"id":"356758","href":"/course_sessions/25618228/video/356758?locale=tr","isLocked":false,"duration":305000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"55530","title":"Identifying business value for using ML","description":"

This module begins by defining machine learning at a high level and then helps you gain a thorough understanding of its value for business by reviewing several real-world examples. It then introduces machine learning projects and provides practice using a tool to assess the feasibility of several ML problems.

","steps":[{"id":"364156","prompt":null,"isOptional":true,"activities":[{"id":"356759","href":"/course_sessions/25618228/video/356759?locale=tr","isLocked":false,"duration":199000,"title":"Introduction","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364157","prompt":null,"isOptional":true,"activities":[{"id":"356760","href":"/course_sessions/25618228/video/356760?locale=tr","isLocked":false,"duration":632000,"title":"AI vs ML vs Deep Learning","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364158","prompt":null,"isOptional":true,"activities":[{"id":"356761","href":"/course_sessions/25618228/video/356761?locale=tr","isLocked":false,"duration":257000,"title":"Phase 1: Assess feasibility","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364159","prompt":null,"isOptional":true,"activities":[{"id":"356762","href":"/course_sessions/25618228/video/356762?locale=tr","isLocked":false,"duration":441000,"title":"Practice assessing the feasibility of ML use cases","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364160","prompt":null,"isOptional":false,"activities":[{"id":"356763","href":"/course_sessions/25618228/quizzes/356763?locale=tr","isLocked":false,"duration":1500000,"title":"Module 2: Graded Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364161","prompt":null,"isOptional":true,"activities":[{"id":"356764","href":"/course_sessions/25618228/documents/356764?locale=tr","isLocked":false,"duration":1800000,"title":"Module 2: Worksheet","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"55531","title":"Defining ML as a practice","description":"

","steps":[{"id":"364162","prompt":null,"isOptional":true,"activities":[{"id":"356765","href":"/course_sessions/25618228/video/356765?locale=tr","isLocked":false,"duration":520000,"title":"Common ML problem types","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364163","prompt":null,"isOptional":true,"activities":[{"id":"356766","href":"/course_sessions/25618228/video/356766?locale=tr","isLocked":false,"duration":251000,"title":"Standard algorithm and data","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364164","prompt":null,"isOptional":true,"activities":[{"id":"356767","href":"/course_sessions/25618228/video/356767?locale=tr","isLocked":false,"duration":532000,"title":"Data quality","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364165","prompt":null,"isOptional":true,"activities":[{"id":"356768","href":"/course_sessions/25618228/video/356768?locale=tr","isLocked":false,"duration":322000,"title":"Predictive insights and decisions","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364166","prompt":null,"isOptional":true,"activities":[{"id":"356769","href":"/course_sessions/25618228/video/356769?locale=tr","isLocked":false,"duration":344000,"title":"More ML examples","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364167","prompt":null,"isOptional":true,"activities":[{"id":"356770","href":"/course_sessions/25618228/video/356770?locale=tr","isLocked":false,"duration":61000,"title":"Practice series: Analyze the ML use case","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364168","prompt":null,"isOptional":true,"activities":[{"id":"356771","href":"/course_sessions/25618228/documents/356771?locale=tr","isLocked":false,"duration":1800000,"title":"Module 3: Worksheet","description":null,"type":"document","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364169","prompt":null,"isOptional":true,"activities":[{"id":"356772","href":"/course_sessions/25618228/video/356772?locale=tr","isLocked":false,"duration":87000,"title":"Saving the world's bees","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364170","prompt":null,"isOptional":true,"activities":[{"id":"356773","href":"/course_sessions/25618228/video/356773?locale=tr","isLocked":false,"duration":106000,"title":"Google Assistant for accessibility","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364171","prompt":null,"isOptional":true,"activities":[{"id":"356774","href":"/course_sessions/25618228/video/356774?locale=tr","isLocked":false,"duration":321000,"title":"Exercise review and Why ML now","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364172","prompt":null,"isOptional":false,"activities":[{"id":"356775","href":"/course_sessions/25618228/quizzes/356775?locale=tr","isLocked":false,"duration":1500000,"title":"Module 3: Graded Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"55532","title":"Building and evaluating ML models","description":"

After you have assessed the feasibility of your supervised ML problem, you're ready to move to the next phase of an ML project. This module explores the various considerations and requirements for building a complete dataset in preparation for training, evaluating, and deploying an ML model. It also includes two demos—Vision API and AutoML Vision—as relevant tools that you can easily access yourself or in partnership with a data scientist. You'll also have the opportunity to try out AutoML Vision with the first hands-on lab.

","steps":[{"id":"364173","prompt":null,"isOptional":true,"activities":[{"id":"356776","href":"/course_sessions/25618228/video/356776?locale=tr","isLocked":false,"duration":411000,"title":"Features and labels","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364174","prompt":null,"isOptional":true,"activities":[{"id":"356777","href":"/course_sessions/25618228/video/356777?locale=tr","isLocked":false,"duration":1108000,"title":"Building labeled datasets","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364175","prompt":null,"isOptional":true,"activities":[{"id":"356778","href":"/course_sessions/25618228/video/356778?locale=tr","isLocked":false,"duration":1264000,"title":"Training an ML model","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364176","prompt":null,"isOptional":true,"activities":[{"id":"356779","href":"/course_sessions/25618228/video/356779?locale=tr","isLocked":false,"duration":187000,"title":"General best practices","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364177","prompt":null,"isOptional":false,"activities":[{"id":"356780","href":"/course_sessions/25618228/labs/356780?locale=tr","isLocked":false,"duration":5400000,"title":"Identifying Damaged Car Parts with Vertex AutoML Vision","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":"364178","prompt":null,"isOptional":true,"activities":[{"id":"356781","href":"/course_sessions/25618228/video/356781?locale=tr","isLocked":false,"duration":29000,"title":"Lab 1: Review","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364179","prompt":null,"isOptional":false,"activities":[{"id":"356782","href":"/course_sessions/25618228/quizzes/356782?locale=tr","isLocked":false,"duration":3300000,"title":"Module 4: Graded Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"55533","title":"Using ML responsibly and ethically","description":"

Data in the world is inherently biased, and that bias can be amplified through ML solutions. In this module, you'll learn about some of the most common biases and how they can disproportionately affect or harm an individual or groups of individuals. You'll also be given guidelines for uncovering possible biases at each phase of an ML project and strategies for achieving ML fairness as much as possible.

","steps":[{"id":"364180","prompt":null,"isOptional":true,"activities":[{"id":"356783","href":"/course_sessions/25618228/video/356783?locale=tr","isLocked":false,"duration":126000,"title":"Human bias in ML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364181","prompt":null,"isOptional":true,"activities":[{"id":"356784","href":"/course_sessions/25618228/video/356784?locale=tr","isLocked":false,"duration":277000,"title":"Google's AI Principles","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364182","prompt":null,"isOptional":true,"activities":[{"id":"356785","href":"/course_sessions/25618228/video/356785?locale=tr","isLocked":false,"duration":361000,"title":"Common types of human bias","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364183","prompt":null,"isOptional":true,"activities":[{"id":"356786","href":"/course_sessions/25618228/video/356786?locale=tr","isLocked":false,"duration":700000,"title":"Evaluating model fairness","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364184","prompt":null,"isOptional":true,"activities":[{"id":"356787","href":"/course_sessions/25618228/video/356787?locale=tr","isLocked":false,"duration":343000,"title":"Guidelines and Hands-on Lab","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364185","prompt":null,"isOptional":false,"activities":[{"id":"356788","href":"/course_sessions/25618228/labs/356788?locale=tr","isLocked":false,"duration":7200000,"title":"Inspecting a Dataset for Bias using TensorFlow Data Validation and Facets Overview","description":"In this lab, we use TFDV to compute descriptive statistics that provide a quick overview of the data in terms of the features that are present and the shapes of their value distributions. We use Facets Overview to visualize these statistics using the Civil Comments dataset.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364186","prompt":null,"isOptional":true,"activities":[{"id":"356789","href":"/course_sessions/25618228/video/356789?locale=tr","isLocked":false,"duration":78000,"title":"Lab 2: Review","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364187","prompt":null,"isOptional":false,"activities":[{"id":"356790","href":"/course_sessions/25618228/quizzes/356790?locale=tr","isLocked":false,"duration":3000000,"title":"Module 5: Graded Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"55534","title":"Discovering ML use cases in day-to-day business","description":"

This module explores 5 general themes for discovering ML use cases within day-to-day business, followed by concrete customer examples. You'll learn about creative applications of ML, such as improving the resolution of images or generating music.

","steps":[{"id":"364188","prompt":null,"isOptional":true,"activities":[{"id":"356791","href":"/course_sessions/25618228/video/356791?locale=tr","isLocked":false,"duration":482000,"title":"Replacing rule-based systems with ML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364189","prompt":null,"isOptional":true,"activities":[{"id":"356792","href":"/course_sessions/25618228/video/356792?locale=tr","isLocked":false,"duration":552000,"title":"Automate processes and understand unstructured data","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364190","prompt":null,"isOptional":true,"activities":[{"id":"356793","href":"/course_sessions/25618228/video/356793?locale=tr","isLocked":false,"duration":640000,"title":"Personalize applications with ML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364191","prompt":null,"isOptional":true,"activities":[{"id":"356794","href":"/course_sessions/25618228/video/356794?locale=tr","isLocked":false,"duration":781000,"title":"Creative uses of ML","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364192","prompt":null,"isOptional":true,"activities":[{"id":"356795","href":"/course_sessions/25618228/video/356795?locale=tr","isLocked":false,"duration":122000,"title":"Sentiment analysis and Hands-on Lab","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364193","prompt":null,"isOptional":false,"activities":[{"id":"356796","href":"/course_sessions/25618228/labs/356796?locale=tr","isLocked":false,"duration":2400000,"title":"Sentiment Analysis with Natural Language API","description":"The Cloud Natural Language API lets you extract entities, and perform sentiment and syntactic analysis on a block of text. In this hands-on lab you’ll learn how to extract entities and sentiment from text using the Cloud Natural Language API.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364194","prompt":null,"isOptional":true,"activities":[{"id":"356797","href":"/course_sessions/25618228/video/356797?locale=tr","isLocked":false,"duration":99000,"title":"Lab 3: Review","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364195","prompt":null,"isOptional":false,"activities":[{"id":"356798","href":"/course_sessions/25618228/quizzes/356798?locale=tr","isLocked":false,"duration":1500000,"title":"Module 6: Graded Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"55535","title":"Managing ML projects successfully","description":"

When you thoroughly understand the fundamentals of machine learning and considerations within in each phase of the project, you're ready to learn about the best practices for managing an ML project. This module describes 5 key considerations for successfully managing an ML project end-to-end: identifying the business value, developing a data strategy, establishing data governance, building successful ML teams, and enabling a culture of innovation. You'll also have an opportunity to gain further exposure to one of Google Cloud's tools by completing a final hands-on lab: Evaluate an ML Model with BigQuery ML.

","steps":[{"id":"364196","prompt":null,"isOptional":true,"activities":[{"id":"356799","href":"/course_sessions/25618228/video/356799?locale=tr","isLocked":false,"duration":358000,"title":"Key consideration 1: business value","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364197","prompt":null,"isOptional":true,"activities":[{"id":"356800","href":"/course_sessions/25618228/video/356800?locale=tr","isLocked":false,"duration":495000,"title":"Data strategy (pillars 1–3)","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364198","prompt":null,"isOptional":true,"activities":[{"id":"356801","href":"/course_sessions/25618228/video/356801?locale=tr","isLocked":false,"duration":412000,"title":"Data strategy (pillars 4–7)","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364199","prompt":null,"isOptional":true,"activities":[{"id":"356802","href":"/course_sessions/25618228/video/356802?locale=tr","isLocked":false,"duration":514000,"title":"Data governance","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364200","prompt":null,"isOptional":true,"activities":[{"id":"356803","href":"/course_sessions/25618228/video/356803?locale=tr","isLocked":false,"duration":476000,"title":"Build successful ML teams","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364201","prompt":null,"isOptional":true,"activities":[{"id":"356804","href":"/course_sessions/25618228/video/356804?locale=tr","isLocked":false,"duration":521000,"title":"Create a culture of innovation and Hands-on Lab","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364202","prompt":null,"isOptional":false,"activities":[{"id":"356805","href":"/course_sessions/25618228/labs/356805?locale=tr","isLocked":false,"duration":3600000,"title":"Evaluate an ML model with BigQuery ML","description":"In this lab you'll learn how to use BigQuery to create machine learning models for datasets to create a model that predicts whether a visitor will make a transaction.","type":"lab","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364203","prompt":null,"isOptional":true,"activities":[{"id":"356806","href":"/course_sessions/25618228/video/356806?locale=tr","isLocked":false,"duration":102000,"title":"Lab 4: Review","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false},{"id":"364204","prompt":null,"isOptional":false,"activities":[{"id":"356807","href":"/course_sessions/25618228/quizzes/356807?locale=tr","isLocked":false,"duration":2100000,"title":"Module 7: Graded Quiz","description":null,"type":"quiz","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"55536","title":"Summary","description":"

This module provides a summary of the key points covered in each of the modules in the course.

","steps":[{"id":"364205","prompt":null,"isOptional":true,"activities":[{"id":"356808","href":"/course_sessions/25618228/video/356808?locale=tr","isLocked":false,"duration":489000,"title":"Summary","description":null,"type":"video","isComplete":false,"inProgress":false,"score":null,"disabled":false}],"isComplete":false,"isTestedOut":false,"allActivitiesRequired":false}],"expanded":false},{"id":"55537","title":"Course Resources","description":"

PDF links to all modules

","steps":[{"id":"364206","prompt":null,"isOptional":true,"activities":[{"id":"356809","href":"/course_sessions/25618228/documents/356809?locale=tr","isLocked":false,"duration":1800000,"title":"Course Resources","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}]

Managing Machine Learning Projects with Google Cloud

Module 4: Graded Quiz