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201
ARTIFICIAL INTELLIGENCE
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COURSE DESCRIPTION
Five Core Concepts: Multilayer Networks, Convolutional Neural Networks, Transfer Learning, Recurrent Neural Networks, and Embedding & Generative Models.
Eight Core Skills: scoping a problem, choosing datasets, creating datasets, choosing models, modifying models, creating models, modifying learning rates, and training & testing.
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Intro to Artificial Intelligence, Machine Learning and Deep Learning.
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Image Classification
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Neural Networks,
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Face Mesh Model
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Post Net Model
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Natural Language Processing, Spectrogram, Fake Voice
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Recurrent Neural Networks, Personal Audio Classifier
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Decision Tree, K-Nearest Neighbors Classification, Linear Regression, K-means Classification and K-nearest Clustering
CORE TOPICS
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Multilayer Networks
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Transfer Learning
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Convolutional
Neural
Networks
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Recurrent
Neural
Networks
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Embedding &
Generative Models
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