Explore the brave new world of Artificial Intelligence in this 50-minute talk from WeAreDevelopers. Delve into the history of AI, starting with Alan Turing and the Turing Test, and progress through 50 years of Moore's Law to the current state of AI technology. Examine the 10 building blocks of AI, its various applications, and pre-built AI services and scenarios. Learn about knowledge engineering processes and their real-world applications. Discover the fundamentals of machine learning, including pattern recognition, data preprocessing, and different algorithm styles. Investigate practical AI scenarios such as smart cars recognizing traffic signs, detecting credit card fraud, predicting customer churn, and equipment failure in connected-car environments. Gain insights on how to start building your own AI projects and understand the ethical considerations surrounding AI development, including the AI Hippocratic Oath.
Overview
Syllabus
Intro
Coding the Future of Mobility Agenda
Turing Test Alan Turing is one of the founding fathers of modern approach to artificial intelligence
Al vs Humans
Al Hippocratic Oath
50 years of Moores Law The Real Picture
10 building blocks of Al
Application of Al
Pre-built Al Services
Pre-built Al scenarios
Knowledge Engineering at-a-Glance
Knowledge engineering process
Knowledge engineering scenarios
Auditing and compliance
Video Case Study
What Machine Learning Does
Finding Patterns: A Simple Example
Finding Patterns: Another Example
Machine Learning in a Nutshell
Example Machine Learning Offerings Vendor Category
The First Problem: Asking the Right Question
Repeating the Machine Learning Process
Terminology
Data Preprocessing with Supervised Learning
Categorizing Machine Learning Problems
Styles of Machine Learning Algorithms Examples
Training a Model with Supervised Learning
Testing a Model with Supervised Learning
Smart Cars -recognizing traffic signs
Machine learning scenarios
Detecting credit card fraud
Predicting customer churn
Connected-car Scenario
Predicting equipment failure
How to start building
Taught by
WeAreDevelopers
