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Quick-Start for Managers;Artificial Intelligence ( AI )
Getting Started With The Outline
Introduction and Outline (7:22)
Speed Up the Learning Process (4:33)
Preventing Underfit & Overfit (7:29)
Classification (8:24)
Sigmoid Models for Classification (5:56)
Regularization - Part 1Regularization - Part 1 (5:59)
Regularization - Part 2 (3:28)
Machine Learning Libraries (7:52)
Coding with Python & Scikit Learn (1:33)
Multi-Layer Neural Networks & Deep Learning - Part 1 (4:45)
Multi-Layer Neural Networks & Deep Learning - Part 2 (11:57)
Convolutional Neural Network - Part 1 (4:28)
Convolutional Neural Network - Part 2 (4:05)
Recurrent Neural Networks (4:22)
Start From Published Papers (14:49)
Machine Learning or Deep Learning? (3:42)
Build or Buy? (1:40)
Re-use Models and Libraries (3:00)
Word Embeddings (9:02)
Using Embeddings for Natural Language Processing (7:51)
Training with Artificial Data (19:09)
Using Embeddings for Natural Language Processing
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