Machine learning and artificial intelligence

Did you know that the adoption of machine learning results in 2x more data-driven decisions, 5x faster decision-making, and 3x faster execution? ₁

Learn how to implement the latest machine learning and artificial intelligence technology to drive innovation. In this learning path, you’ll explore Google Cloud products like BigQuery, Datalab, and TensorFlow and how to integrate with machine learning APIs such as Cloud Vision or Natural Language API.

Data Scientist / Machine Learning Engineer learning path

A Data Scientist models and analyzes key data and continually improves the way the business utilizes data. Data Scientists aim to make accurate predictions about the future using in-depth data modeling and deep learning.

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Perform Foundational Data, ML, and AI Tasks in Google Cloud

Get started with big data, machine learning, and artificial intelligence. Take your first steps with Google Cloud tools like BigQuery, Cloud Speech API, and AI Platform. You'll have the opportunity to earn a Google Cloud skill badge upon completion.

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Course

Machine Learning with TensorFlow on Google Cloud Platform

In this course you will experiment with end-to-end machine learning on Google Cloud, starting from building a machine learning-focused strategy and progressing into model training, optimization, and productionalization.

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Course

Advanced Machine Learning with TensorFlow on Google Cloud Platform

This advanced course teaches you how to build scalable, accurate, and production-ready models for structured data, image data, time-series, and natural language text, and ends with building recommendation systems.

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Integrate with Machine Learning APIs

Hands-on practice with machine learning APIs by taking labs like Detect Labels, Faces, and Landmarks in Images with the Cloud Vision API. Complete this quest, including the challenge lab at the end, to receive an exclusive Google Cloud digital badge.

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Explore ML models with Explainable AI

Get hands-on practice with Explainable AI - a set of tools and frameworks to help you develop interpretable and inclusive machine learning models and deploy them with confidence. Complete this quest, including the challenge lab at the end, to receive an exclusive Google Cloud digital badge.

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hands-on labs

Intermediate ML: TensorFlow on Google Cloud

Go beyond the basics of using predefined models and learn to build, train and deploy your own on Google Cloud.

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hands-on labs

Advanced ML: Infrastructure

Practice using AI Platform, BigQuery, and other Google tools to build machine learning at scale and employing the advanced machine learning infrastructure available on Google Cloud.

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What you'll learn

TensorFlow, AI Platform Notebooks, Cloud Dataflow, Cloud DataFusion, AI Platform, BigQuery, BigQuery ML, Cloud ML APIs, Kubeflow Pipelines
Courses

2
Labs

30
New to Google Cloud?

Start with Big Data and Machine Learning Fundamentals
Switch to Google Cloud:

From AWS or Azure

Take the next step

Certification

Skills badges

Earn the Create and Manage Cloud Resources skill badge Go to quest

Skill badges

Earn the Explore Machine Learning Models with Explainable AI skill badge Go to quest

Skills badges

Earn the Contact Center AI skill badge Go to quest

BigQuery for Machine Learning

Complete the hands-on practice Go to quest

Google Cloud Solutions II: Data and Machine Learning

Harness Google Cloud computing power at scale to run big data and machine learning jobs. Learn how to run BigQuery analytics on tens of thousands of basketball games, train TensorFlow image classifiers, and more.

Automate Interactions with Contact Center AI

Create conversational, human-like interactions. Learn how to build a virtual agent, design conversational flows for your virtual agent, and add a phone gateway to a virtual agent. Earn a skill badge upon completion.

Advanced Solutions Lab

The Advanced Solutions Lab is a 4-week, full-time immersive training program in applied machine learning. It provides a unique opportunity for your technical teams to dive into a particular machine learning use case for your business. Attendees learn alongside Google's machine learning experts in a dedicated, collaborative space on Google Campus.

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Get started on this learning path with exclusive discounts from Google Cloud.

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Digital events and webinars

Webinar: Cloud OnBoard - Big Data and Machine Learning

Learn how to get the most out of your data by getting hands-on experience with BigQuery, Cloud SQL, Datalab, and Machine Learning with TensorFlow. Watch on-demand

Webinar: Data Engineering, Big Data, and Machine Learning on Google Cloud

Get a tour of the updated version of the Data Engineering Specialization and discover how these big changes will help you achieve more in your daily work. Watch on-demand

Webinar: Predictive Analytics with BigQuery ML

See how you can set up a data warehouse in seconds with BigQuery, and watch a demo on creating ML models with BigQueryML. Watch on-demand

Resources

Machine Learning For Trading

This course is for finance professionals aiming to gain greater knowledge of how to construct effective trading strategies using machine learning and machine learning professionals who seek to apply their craft to quantitative trading strategies.

Watch AI and Machine Learning videos from Google Cloud

Put the best of Google's artificial intelligence to work and make the most of your data Learn more about what it takes to build, deploy, and train your ML models.

Recommendation systems

Learn how to build a recommendation system using machine learning with TensorFlow.

Machine learning and artificial intelligence