Machine Learning
by: Vijay
Krishnavanshi
The science of getting computers to act without being explicitly programmed.
-Stanford University CS 229 (Machine Learning)
What is Machine Learning?
Inference and learning with massive datasets using intelligent machines.
-UBC CSPC340 (Machine Learning & Data Mining)
A branch of artificial intelligence that relies heavily on probability statistics uses data to make predictions and learn.
- The Economist
Get some insights from a process by which computer scientists direct a program to pore through a huge database.
- Harvard Business Review
Artificial Intelligence
Machine Learning
Data Mining
Machine Learning Algorithms
Supervised Learning
Unsupervised Learning
Reinforced Learning
Supervised Learning
Right Answer Given
Unsupervised Learning
Learn by self
Organize computing clusters
social network analysis
market segmentation
astronomical data analysis
Reinforced Learning
robotics, gaming and navigation
discover through trial and error
three components: agent, environment and actions
Machine Learning
is
everywhere
Machine Learning
is
Everywhere
Customized
Recommendation
Face
Recognition
Handwriting
Recognition
Ranking
webpages
Applications
Big Data
can't program
by hand
Beyond
human
capability
$48
billion
/year
Online Advertising
$11.5
/year
billion
Fraud detection systems
Gene prediction for cancer
nature disaster prediction
self-driving cars
...
SAS
Python
Java
Software
http://machinelearningmastery.com/
https://www.coursera.org/course/ml
Further Learning
http://www.research.ibm.com/foiling-financial-fraud.shtml
http://www.eecs.tufts.edu/~dsculley/papers/ad-click-prediction.pdf
http://www.nytimes.com/2015/02/12/technology/personaltech/googles-time-at-the-top-may-be-nearing-its-end.html
http://www.quora.com/What-are-some-interesting-possible-applications-of-machine-learning
http://www.forbes.com/sites/85broads/2014/01/06/six-novel-machine-learning-applications/
http://www.wsj.com/articles/SB10001424052748703834604575365310813948080