Resource Library
Below you can find all of the different resources in the Guide: practice problems, former Google interview questions, online courses, videos, and more.
What is Machine Learning?
Got lots of data? Machine learning can help! In this episode of Cloud AI Adventures, Yufeng Guo explains machine learning from the ground up. (YouTube)
ESTIMATED TIME: UNDER 10 MINSThe 7 steps of Machine Learning — Part 1
How can we tell if a drink is beer or wine? Machine learning, of course! In this episode of Cloud AI Adventures, Yufeng walks through the 7 steps involved in applied machine learning. (YouTube)
ESTIMATED TIME: 10-20 MINSThe 7 steps of Machine Learning — Part 2
How can we tell if a drink is beer or wine? Machine learning, of course! In this companion article to Cloud AI Adventures, Yufeng walks through the 7 steps involved in applied machine learning. (Medium)
ESTIMATED TIME: UNDER 10 MINSThe Teachable Machine
Teachable Machine allows you to create machine learning models — with no coding required! Learn how to use Teachable Machine to train a computer to recognize your own images, sounds, and poses. (Google)
What's Kaggle?
Welcome to Kaggle, a community that helps you achieve your data science goals. You'll find datasets, tutorials, and competitions to help you sharpen your machine learning skills. (YouTube)
ESTIMATED TIME: UNDER 10 MINSGetting started on Kaggle: a quick tour
Not sure how to get started on Kaggle? Check out this short overview of Kaggle's main features, ending in a description of Learn courses, a friendly introduction to data science. (YouTube)
ESTIMATED TIME: UNDER 10 MINSCourses on Kaggle (Python)
Python is one of the most frequently used languages in data science. If you're interested in delving deeper into data science, but are not yet comfortable with Python, check out this course. (Kaggle)
Machine Learning APIs by example
Did you know you can make use of Google's machine learning expertise to power your own applications? Check out this video to learn more about how you can use APIs to build and train your models. (YouTube)
ESTIMATED TIME: 30-60 MINSExplore the galaxy of images with Cloud Vision API
Want to better understand the content in your images? Learn more about the Cloud Vision API, which can help you classify images into thousands of categories. (Google Cloud)
ESTIMATED TIME: 20-30 MINSMachine Learning APIs
With a host of APIs, Google Cloud has a tool for just about any machine learning job! Check out this quest to get hands-on practice with detecting labels, classifying text, and more. (Qwiklabs)
ESTIMATED TIME: OVER 2 HOURSUsing Machine Learning to enhance your apps
How does your phone recognize voice or categorize photos? Check out this demo on making requests to the Vision and Speech APIs to learn more about the models that power machine learning capabilities. (YouTube)
ESTIMATED TIME: 30-60 MINSAutoML Vision — Part 1
In this episode of AI Adventures, Yufeng Guo uses AutoML Vision to build and employ a machine learning model that recognizes different types of….chairs! (YouTube)
ESTIMATED TIME: UNDER 10 MINS