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Outline● History of AIs● Introduction to artificial intelligence● Introduction to machine learning● Introduction to deep learning● Understand why use Python● Q&A
Artificial intelligences
Artificial intelligence is a machine that mimics a "cognitive" function of human mind
The birth of AI: 1956
At the Dartmouth workshop of 1956's, Allen Newell, Herbert A. Simon and Cliff Shaw
debuted with Logic Theorist
Machine Learning
Machine learning explores the study and construction of algorithms that can learn from
and make predictions on data
Overview
TRAINING DATA
↓
(UN)SUPERVISED ALGORITHM
↓
MODEL
TEST DATA
↓
MODEL
↓
OUTPUT
TRAIN THE MODEL TEST IT!
Supervised learning
Supervised learning is the Data mining task of inferring a function from labeled training data.
Unsupervised learning
Unsupervised machine learning is the machine learning task of inferring a function to describe
hidden structure from "unlabeled" data
Python is a gold mine for ML
● Python isn’t the fastest but it’s fast!● Python isn’t the easiest but it’s easy!● So, it has the best easiness/speed ratio!● C integration is awesome!● Python ecosystem is fantastic!
OpenAI Gym
“A toolkit for developing and comparing reinforcement learning algorithms. It supports
teaching agents everything from walking to playing games like Pong or Go”
Have a good machine learning develop!
...and now Q&A TIME!