Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

LinkedIn Learning

LinkedIn AI Academy AI-100: 1 Demystifying AI

via LinkedIn Learning

Write review
Coursera Ad

AI, Data Science & Cloud Certificates from Google, IBM & Meta

Learn More → TrainSec Ad

Learn EDR Internals: Research & Development From The Masters

Learn More →

Overview

Google, IBM & Meta Certificates – 40% Off
One plan covers every Professional Certificate on Coursera.
Unlock All Certificates
Learn what artificial intelligence is, a brief history of the field, the variety of ways in which AI touches our lives today, and the possibilities that lay ahead of us.

Syllabus

Introduction
  • The LinkedIn AI Academy: The imperative of understanding AI
1. Introduction to AI
  • What is AI?
  • AI and machine learning
  • Three pillars of AI: Objectives, data, algorithms
  • Building real AI applications
2. Supervised Learning
  • Supervised learning vs. unsupervised learning
3. Regression
  • What is regression?
  • Linear regression
  • Multiple linear regression
  • Bias and variance
  • Evaluating a linear regression model
4. Classification
  • What is classification?
  • Logistic regression
  • Evaluating models and choosing the best
5. Nonlinear Models
  • Why are linear models not enough?
  • A primer to nonlinear models: Decision trees, neural networks
6. Do It Right
  • Know your objective, know your data, and listen to the data
Conclusion
  • Continuing with AI

Taught by

Souvik Ghosh

Reviews

4.7 rating at LinkedIn Learning based on 800 ratings

Start your review of LinkedIn AI Academy AI-100: 1 Demystifying AI

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.