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