Introduction to TensorFlow for Artificial Intelligence
License: 2VF67GA2K7K7 (October 2019)
Introductory course to Tensorflow, Google Colaboratory, Neural Networks and CNNs.
Convolutional Neural Networks in TensorFlow
License: XD8B3MRZKWKA (November 2019)
Tensorflow applied to computer vision classification problems. The course covers convolutional networks, data augmentation and transfer learning.
Natural Language Processing in TensorFlow
License: LB9QX7NT6BEX (November 2019)
Tensorflow applied to Natural Language Processing. Introduction to tokenization, word embeddings, RNNs, LSTMs and text generation.
Sequences, Time Series and Prediction
License: C9KJW9GTK4GV (November 2019)
Tensorflow applied to the problem of time series and seasonality. Included setting baselines with moving averages and differencing, and comparing the results of different network topologies such as MLPs, LSTMs and CNNs and their combinations.