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AI Fundamentals for Non-Data Scientists
Coursera
Course
Unknown

AI Fundamentals for Non-Data Scientists

University of Pennsylvania

Explore machine learning methods for big data handling, algorithm creation, and tools like Teachable Machine and TensorFlow for practical AI applications.

Unknown5 weeksEnglish70,940 enrolled

About this Course

In this course, you will go in-depth to discover how Machine Learning is used to handle and interpret Big Data. You will get a detailed look at the various ways and methods to create algorithms to incorporate into your business with such tools as Teachable Machine and TensorFlow. You will also learn different ML methods, Deep Learning, as well as the limitations but also how to drive accuracy and use the best training data for your algorithms. You will then explore GANs and VAEs, using your newfound knowledge to engage with AutoML to help you start building algorithms that work to suit your needs. You will also see exclusive interviews with industry leaders, who manage Big Data for companies such as McDonald's and Visa. By the end of this course, you will have learned different ways to code, including how to use no-code tools, understand Deep Learning, how to measure and review errors in your algorithms, and how to use Big Data to not only maintain customer privacy but also how to use this data to develop different strategies that will drive your business

What You'll Learn

  • Understand machine learning for big data
  • Learn ML and deep learning methods with limitations
  • Improve model accuracy using training data
  • Explore GANs and VAEs networks
  • Use AutoML for algorithm development

Prerequisites

  • Basic computer and internet skills
  • Ability to follow course instructions in English and complete short practice activities

Instructors

K

Kartik Hosanagar

Professor

P

Prasanna Tambe

Professor

Topics

Leadership and Management
Business
Data Analysis
Data Science
Customer Data Management
Big Data
Generative AI
Machine Learning Algorithms
Autoencoders
Generative Adversarial Networks (GANs)

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

القيادة والإدارة
الأعمال
تحليل البيانات
علم البيانات
إدارة بيانات العملاء
البيانات الضخمة
الذكاء الاصطناعي التوليدي
خوارزميات التعلم الآلي
Autoencoders
Generative Adversarial Networks (GANs)

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