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Sketch 1: the Data Hierarchy
Sketch 2: What is AI?
Sketch 3: AI use cases
Sketch 4: Why Now?
Sketch 5: What is Machine Learning?
Sketch 6: the Limitations of AI
Sketch 9: Neural Networks
Sketch 12: the Dangers of ML
Sketch 13: ML accuracy - true negatives and false positives
Sketch 14: Understanding the decisions of ML
Sketch 17: Handwriting Recognition
Sketch 18: Image Recognition with CNNs
Sketch 19: Transfer Learning with CNNs
Sketch 20: Image Segmentation with R-CNNs
Sketch 21: Facial Recognition
Sketch 22: Generative Adversarial Networks - GANs
Sketch 23: Speech Recognition
Sketch 24: Natural Language Processing - NLP
Sketch 26: Chatbots and Digital Assistants
Sketch 27: Modelling text with RNNs
Sketch 28: Sequence-to-Sequence problems - language translation
Sketch 29: Text Generation with ChatGPT
Sketch 30: Are we really all doomed?
Sketch 7: AI algorithms
Sketch 8: Machines... Learning?!
Sketch 10: Using Neural Networks
Sketch 11: Machine Learning Toolbox
Sketch 15: Using ML in your business
Sketch 16: Data Wrangling
Sketch 25: Text Classifiers

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Sketch 1: the Data Hierarchy
Sketch 2: What is AI?
Sketch 3: AI use cases
Sketch 4: Why Now?
Sketch 5: What is Machine Learning?
Sketch 6: the Limitations of AI
Sketch 9: Neural Networks
Sketch 12: the Dangers of ML
Sketch 13: ML accuracy - true negatives and false positives
Sketch 14: Understanding the decisions of ML
Sketch 17: Handwriting Recognition
Sketch 18: Image Recognition with CNNs
Sketch 19: Transfer Learning with CNNs
Sketch 20: Image Segmentation with R-CNNs
Sketch 21: Facial Recognition
Sketch 22: Generative Adversarial Networks - GANs
Sketch 23: Speech Recognition
Sketch 24: Natural Language Processing - NLP
Sketch 26: Chatbots and Digital Assistants
Sketch 27: Modelling text with RNNs
Sketch 28: Sequence-to-Sequence problems - language translation
Sketch 29: Text Generation with ChatGPT
Sketch 30: Are we really all doomed?
Sketch 7: AI algorithms
Sketch 8: Machines... Learning?!
Sketch 10: Using Neural Networks
Sketch 11: Machine Learning Toolbox
Sketch 15: Using ML in your business
Sketch 16: Data Wrangling
Sketch 25: Text Classifiers

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