Machine Learning In The Cloud With Azure Machine Learning
Introduction to machine learning in the cloud with Azure Machine Learning
Description
The history of data science, machine learning, and artificial Intelligence is long, but it’s only recently that technology companies - both start-ups and tech giants across the globe have begun to get excited about it… Why? Because now it works. With the arrival of cloud computing and multi-core machines - we have enough computed capacity at our disposal to churn large volumes of data and dig out the hidden patterns contained in these mountains of data.
This technology comes in handy, especially when handling Big Data. Today, companies collect and accumulate data at massive, unmanageable rates for website clicks, credit card transactions, GPS trails, social media interactions, and so on. And it is becoming a challenge to process all the valuable information and use it in a meaningful way. This is where machine learning algorithms come into the picture. These algorithms use all the collected “past” data to learn patterns and predict results or insights that help us make better decisions backed by actual analysis
Credit scoring, which helps the banks to decide whether to grant the loans to a particular customer or not - based on their credit history, historical loan applications, customers’ data and so on
Or the latest technological revolution from right from science fiction movies – the self-driving cars, which use Computer vision, image processing, and machine learning algorithms to learn from actual drivers’ behavior.
Or Amazon's recommendation engine which recommends products based on buying patterns of millions of consumers.
In this course, we will discuss Azure Machine Learning in detail. You will learn what features it provides and how it is used. We will explore how to process some real-world datasets and find some patterns in that dataset.
Do you know what it takes to build sophisticated machine learning models in the cloud?
How to expose these models in the form of web services?
Do you know how you can share your machine learning models with non-technical knowledge workers and hand them the power of data analysis?
What you'll learn
Learn about Azure Machine Learning
Learn about various machine learning algorithms supported by Azure Machine Learning
Learn how to build and run a machine learning experiment with real world datasets
Learn how to use classification machine learning algorithms
Learn how to use regression machine learning algorithms
Learn how to expose the Azure ML machine learning experiment as a web service or API
Learn how to integrate the Azure ML machine learning experiment API with a web application
Requirements
Access to a free or paid account for Azure
Basic knowledge about cloud computing and data science
Basic knowledge about IT infrastructure setup
Desire to learn something new and continuous improvement
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