Machine Learning With Big Data
link Source: www.coursera.org
list 5 sequences
assignment Level : Introductory
chat_bubble_outline Language : English
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Key Information

credit_card Free access
verified_user Fee-based Certificate
timer 25 hours in total

About the content

Want to make sense of the volumes of data you have collected? Need to incorporate data-driven decisions into your process? This course provides an overview of machine learning techniques to explore, analyze, and leverage data. You will be introduced to tools and algorithms you can use to create machine learning models that learn from data, and to scale those models up to big data problems. At the end of the course, you will be able to: • Design an approach to leverage data using the steps in the machine learning process. • Apply machine learning techniques to explore and prepare data for modeling. • Identify the type of machine learning problem in order to apply the appropriate set of techniques. • Construct models that learn from data using widely available open source tools. • Analyze big data problems using scalable machine learning algorithms on Spark. Software Requirements: Cloudera VM, KNIME, Spark

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Syllabus

  • Week 1 - Welcome
     
  • Week 1 - Introduction to Machine Learning with Big Data
     
  • Week 2 - Data Exploration
     
  • Week 2 - Data Preparation
     
  • Week 3 - Classification
     
  • Week 4 - Evaluation of Machine Learning Models
     
  • Week 5 - Regression, Cluster Analysis, and Association Analysis
     
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Instructors

Mai Nguyen
Lead for Data Analytics
San Diego Supercomputer Center

Ilkay Altintas
Chief Data Science Officer
San Diego Supercomputer Center

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Content Designer

University of California, San Diego
UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn't just acquired in the classroom—life is their laboratory.
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Platform

Coursera

Coursera is a digital company offering massive open online course founded by computer teachers Andrew Ng and Daphne Koller Stanford University, located in Mountain View, California. 

Coursera works with top universities and organizations to make some of their courses available online, and offers courses in many subjects, including: physics, engineering, humanities, medicine, biology, social sciences, mathematics, business, computer science, digital marketing, data science, and other subjects.

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interesting

Anonymous
Anonymous,
Published on October 20, 2021
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Anonymous,
October 20, 2021
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interesting