University of Toronto
Applied Deep Learning

Schedule

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    Date Lecture Date Workshop Deadlines
    May 5, 2020 Introduction May 7, 2020 Software installation and environment configuration
    May 12, 2020 ML fundamentals, concepts & classical models I May 14, 2020 Introduction to Numpy and implementing a simple model
    May 19, 2020 Neural networks May 21, 2020 Introduction to TensorFlow
    May 26, 2020 Neural networks and deep learning May 28, 2020 Neural networks in TensorFlow Project proposal due @ May 28, 11:59 pm
    June 2, 2020 Data preprocessing and categorical features June 4, 2020 Data preprocessing implementations
    June 9, 2020 Structural data - time series forecasting June 11, 2020 Time series in TensorFlow
    June 16, 2020 Computer vision and CNNs-1 June 18, 2020 CNNs in TensorFlow -1
    June 23, 2020 Computer vision and CNNs-2 June 25, 2020 CNNs in TensorFlow-2
    June 30, 2020 Text with neural nets July 2, 2020 Text in TensorFlow
    July 7, 2020 The Cloud and Why it is Important July 9, 2020 How to use the cloud effectively
    July 14, 2020 Properly Packaging Serving Models, and experiment managements July 16, 2020 Docker
    July 21, 2020 [Flexible topics - project issues] July 23, 2020 [Flexible topics - project issues]
    July 28, 2020 Final presentation July 30, 2020 Final presentation Project report due @ Aug 7, 11:59 pm