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Cloud Machine Learning Engineering and MLOps
Coursera
Course
Unknown

Cloud Machine Learning Engineering and MLOps

Duke University

Build cloud ML engineering skills focused on AutoML, MLOps, edge machine learning, and software development best practices with practical applications.

Unknown3 weeksEnglish9,554 enrolled

About this Course

Welcome to the fourth course in the Building Cloud Computing Solutions at Scale Specialization! In this course, you will build upon the Cloud computing and data engineering concepts introduced in the first three courses to apply Machine Learning Engineering to real-world projects. First, you will develop Machine Learning Engineering applications and use software development best practices to create Machine Learning Engineering applications. Then, you will learn to use AutoML to solve problems more efficiently than traditional machine learning approaches alone. Finally, you will dive into emerging topics in Machine Learning including MLOps, Edge Machine Learning and AI APIs. This course is ideal for beginners as well as intermediate students interested in applying Cloud computing to data science, machine learning and data engineering. Students should have beginner level Linux and intermediate level Python skills. For your project in this course, you will build a Flask web application that serves out Machine Learning predictions

What You'll Learn

  • Develop cloud machine learning applications with software practices
  • Use AutoML to solve problems efficiently
  • Explore MLOps, edge machine learning, and AI APIs
  • Build a Flask web app serving ML predictions

Prerequisites

  • Beginner level Linux and Python skills

Instructors

N

Noah Gift

Executive in Residence and Founder of Pragmatic AI Labs

Topics

Cloud Computing
Information Technology
Machine Learning
Data Science
Google Cloud Platform
MLOps (Machine Learning Operations)
Continuous Delivery
Computer Vision
Cloud Applications
Natural Language Processing

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

الحوسبة السحابية
تكنولوجيا المعلومات
تعلم الآلة
علوم البيانات
منصة جوجل السحابية
عمليات تعلم الآلة
التوصيل المستمر
الرؤية الحاسوبية
Cloud Applications
Natural Language Processing

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