Date post: | 08-Feb-2017 |
Category: |
Software |
Upload: | viktor-lesyk |
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ML@vee_lesyk
Agenda• Terms
• Learning methods
• Validation techniques
• Workflow
• Cheat sheet
• Demo
Buzz Words
• Artificial Intelligence — Human Intelligence Exhibited by Machines
• Machine Learning — An Approach to Achieve Artificial Intelligence
• Deep Learning — A Technique for Implementing Machine Learning
–AI pioneer Arthur Samuel
“Machine Learning - field of study that gives computers the ability to learn without being
explicitly programmed.”
Terms
• Features
• Models
Learning methods• Supervised
• Classification
• Regression
• …
• Unsupervised
• Principal Components Analysis (PCA)
• K-means clustering
• …
• Reinforcement learning
Validation techniques
• Cross validation
• Regularization
• …
Just right is on the right
Workflow
Demo
@vee_lesyk
References
• What’s the Difference Between Artificial Intelligence, Machine Learning, and Deep Learning?
• Machine Learning for Developers (xyclade.ml)
• Approaching (Almost) Any Machine Learning Problem | Abhishek Thakur
• Choosing the right estimator