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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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