The course "Reliability, Cloud Computing and Machine Learning" explores advanced distributed database concepts, focusing on transaction management, reliability protocols, and data warehousing, while also diving deeper into cloud computing and machine learning. You will develop a solid understanding of transaction principles, concurrency control methods, and how to ensure database consistency during failures using ACID properties and protocols like ARIES. The course uniquely integrates Hadoop, MapReduce, and Accumulo, offering hands-on experience with large-scale data processing and machine learning applications such as collaborative filtering, clustering, and classification.

Reliability, Cloud Computing and Machine Learning

Reliability, Cloud Computing and Machine Learning
This course is part of Large-Scale Database Systems Specialization

Instructor: David Silberberg
Access provided by Amgen
Gain insight into a topic and learn the fundamentals.
Intermediate level
Recommended experience
2 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
What you'll learn
Learn transaction management principles, including ACID properties, concurrency control, and deadlock management techniques for distributed systems.
Explore reliability protocols, recovery algorithms, and commit protocols like ARIES, ensuring data consistency and durability.
Understand cloud computing with Hadoop, utilizing MapReduce for large-scale data processing, and apply machine learning techniques like clustering.
Skills you'll gain
Tools you'll learn
Details to know

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Assessments
8 assignments
Taught in English
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Build your subject-matter expertise
This course is part of the Large-Scale Database Systems Specialization
When you enroll in this course, you'll also be enrolled in this Specialization.
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There are 4 modules in this course
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