AI Fundamentals for Non-Data Scientists is an online certification course that helps non-data scientists to get familiar with the fundamental concepts of artificial intelligence. The course can be taken by anyone interested in exploring artificial intelligence and can be easily finished within about 9 hours. AI Fundamentals for Non-Data Scientists Certification Syllabus provide the learners with a sheer glance into the basics of machine learning and artificial intelligence.
The AI Fundamentals for Non-Data Scientists Certification Course, administered by Coursera, will also provide the learners with a shareable certification at the end of the online course. During the online programme, the learners will also have the opportunity to watch and understand the exclusive interview with industry leaders of reputed companies. AI Fundamentals for Non-Data Scientists Certification by Coursera, offered by the University of Pennsylvania, is the first course in the four programmes of AI For Business Specialization.
AI Fundamentals for Non-Data Scientists Classes can be pursued by learners who are very interested in learning the artificial intelligence fundamentals such as the professionals like Data Scientist, Big Data Developer and Artificial Intelligence Engineer.
Admission Details
Step 1 - Register and sign in at https://www.coursera.org
Step 2 - Look for the online course ‘AI Fundamentals for Non-Data Scientists’ offered by the University of Pennsylvania.
Step 3 - Begin taking the course by choosing the option ‘Enroll’.
The Syllabus
Videos
AI for Business Introduction
Course Introduction
Big Data Overview
Big Data Analysis
Data Management Tools
Data Management Infrastructure
Data Analysis: Extracting Intelligence from Big Data
Introduction to Artificial Intelligence
Machine Learning Overview
Reinforcement Learning
A Detailed View of Machine Learning
Reading
Module 1 Slides
Practice Exercise
Module 1 Quiz
Videos
Specific Machine Learning Methods: A Deep Dive
Intro to Model Selection
Feature Engineering and Deep Learning Introduction
Deep Learning
How Deep Learning Works
Limitations of Deep Learning
Evaluating ML Performance
Common Loss Functions
Tradeoffs Between Loss Functions
How is Training Data Acquired?
The Over-Fitting Problem
Test Data
Examples of End-to-End Work Flow
Reading
Module 2 Slides
Practice Exercise
Module 2 Quiz
Videos
Natural Language Processing
GANs and VAEs
Intro to AutoML
Using AutoML
Teachable Machine
TensorFlow Playground
ML Operations
Chicken and Egg
Reading
Module 3 Slides
Practice Exercise
Module 3 Quiz
Video
Interview With Ed Lee
Instructors
Penn Frequently Asked Questions (FAQ's)
1: Which specialization offered by Coursera does the AI Fundamentals for Non-Data Scientists online course belong to?
The online course belongs to the AI For Business Specialization.
2: Who prepared and taught the AI Fundamentals for Non-Data Scientists online certification?
The online programme is developed and instructed jointly by Kartik Hosanagar who is a professor at Wharton School and Prasanna Tambe who is the Associate Professor of Operations of Information and Decisions.
3: How much time does the learner require to finish the online certification programme?
The learner can successfully complete the online certificate programme within about 9 hours.
4: Which university is administering the AI Fundamentals for Non-Data Scientists online certification?
The certification programme is offered by the University of Pennsylvania.
5: Is the EMI option available for the students for the fee payment?
Yes, Coursera provides an EMI option to make the payment of fees.