Machine Learning and Deep Learning

Slides:

  • Course Introduction (pdf)
  • Course project directions (pdf)
  • Machine Learning Introduction (pdf)
  • End-to-End Machine Learning Project (pdf)
  • Classification (pdf)
  • Training Models (pdf)
  • Classical Techniques (pdf)
  • Neural Networks (pdf)
  • Artificial Neural Networks with Keras (pdf)
  • Deep Neural Networks (pdf)
  • Deep Computer Vision Using Convolutional Neural Networks (pdf)
  • Recurrent Neural Networks (pdf)
  • LSTM Sequence to Sequence Translation (pdf)
  • Reinforcement Learning (pdf)
  • Recommender Systems (pdf)
  • Python
  • Python Introduction (pdf)
  • Python Basics (pdf)
  • Important Python Packages (pdf)

Videos:

  • Python
  • Python Introduction (YouTube)
  • Python Basics (YouTube: Part 1, Part 2, Part 3)
  • Important Python Packages (YouTube)
  • 23/6/2020 recording: Machine Learning Introduction (GoToMeeting, YouTube)
  • 10/7/2020 recording: End-to-End Machine Learning Project (GoToMeeting, YouTube)
  • 11/7/2020 recording: End-to-End Machine Learning Project and start of Classification (GoToMeeting, YouTube)
  • 13/7/2020 recording: end of Classification and start of Training Models (GoToMeeting, YouTube)
  • 15/7/2020 recording: end of Training Models and start of Classical Techniques (GoToMeeting, YouTube)
  • 17/7/2020 recording: End of Classical Techniques and introduction about Neural Networks (GoToMeeting, YouTube)
  • 20/7/2020 recording: End of the Neural Networks introduction and start of Artificial Neural Networks with Keras (GoToMeeting, YouTube)
  • 22/7/2020 recording: Keras Sequential Models (GoToMeeting, YouTube)
  • 24/7/2020 recording: End of Artificial Neural Networks with Keras and start of Deep Neural Networks (GoToMeeting, YouTube)
  • 27/7/2020 recording: End of Deep Neural Networks and start of Deep Computer Vision (GoToMeeting, YouTube)
  • 29/7/2020 recording: Deep Computer Vision, Slides 16 through 31 (GoToMeeting, YouTube)
  • 5/8/2020 recording: Rest of Deep Computer Vision and start of Recurrent Neural Networks (GoToMeeting, YouTube)
  • 7/8/2020 recording: Rest of Recurrent Neural Networks and all LSTM Sequence to Sequence Translation (GoToMeeting, YouTube)
  • 11/8/2020 recording: Reinforcement Learning (GoToMeeting, YouTube)
  • 12/8/2020 recording: Recommender Systems (GoToMeeting, YouTube)
  • 21/8/2020 recording: Projects Presentations (GoToMeeting, YouTube)
  • Older recording:
  • Training Models (YouTube)
  • Classical Techniques 1: k-nearest neighbors (YouTube)
  • Classical Techniques 2: Support Vector Machines (YouTube)
  • Classical Techniques 3: Decision Trees (YouTube)
  • Classical Techniques 4: Ensemble Learning and Random Forests (YouTube)
  • Neural Networks (YouTube)
  • Artificial Neural Networks with Keras (YouTube: Part 1, Part 2, Part 3)
  • Deep Neural Networks (YouTube: Part 1, Part 2, Part 3)
  • Deep Computer Vision Using Convolutional Neural Networks (YouTube: Part 1, Part 2, Part 3)
  • Recurrent Neural Networks (YouTube)
  • Reinforcement Learning (YouTube: Part 1, Part 2)
  • Recommender Systems (YouTube)

Last update on 21/8/2020