Machine Learning for Muggles

Overview

Explore the fundamentals of machine learning and artificial intelligence in this comprehensive conference talk. Delve into the Azure Machine Learning service basics and discover how Microsoft Cognitive Services APIs can easily integrate AI capabilities into applications through simple REST calls. Learn about various machine learning use cases, including car price prediction and credit card fraud detection. Understand the machine learning process, linear regression, model training, and scoring. Gain insights into predictive web services, API usage, and the role of data scientists. Examine practical applications of Cognitive Services, such as the Emotion API and Recommendations API, through example apps and demonstrations. Demystify the world of AI and machine learning, making these complex topics accessible to beginners and non-technical audiences alike.

Syllabus

Introduction
What is a Boffin
Scientific Art
Machine Learning
What is Machine Learning
Use Cases for Machine Learning
Car Price Prediction
Credit Card Fraud
Human Data
Machine Learning Process
Your Machine Learning
Linear Regression
Train Model
Score Model
Error
Predictive Web Service
API Key
API Help Page
Data Scientists
Cognitive Services
Emotion API
Age Comparison
Example App
Example App sentimental
Example App Madison
Example App How Happy
How Does This Work
API
Recommendations API
Data Set
Usage Data
Builds
Item Recommendations
HTTP Recommendations
Wrap Up
Stupid Demos