Introduction to Deep Learning with TensorFlow
Jian Short Course 4/16/2021Introduction to deep Learning with TensorFlowPart ISetting up a working environment (15 mins)Part III Introduction to TensorFlow (60 mins)Part II Introduction to deep Learning (60 mins)03 01 02 Introduction to deep Learning with TensorFlowQ&A(5 mins/part)Part I. Working EnvironmentHPRC Portal* VPN is required for off-campus HPRC Portal (Terra)Terra Shell Access - ITerra Shell Access - IIPython Virtual Environment (VENV)Create a VENVInstall Python ModulesActivate the VENV Deactivate (Optional)Load Modules# clean up and load Anacondacd $SCRATCHmodule purgemodule load # create a Python virtual environment python -m venv mylab # activate the virtual environmentsource mylab/bin/activate# install required package to be used in the portalpip install --upgrade pip setuptoolspip install jupyterlab TensorFlow sklearn matplotlib# deactivate the virtual environment# source deactivateCheck out Exer
What is Deep Learning? Deep learning is a class of machine learning algorithms that: use a cascade of multiple layers of nonlinear processing units for feature extraction and transformation. Each successive layer uses the output from the previous layer as input. learn in supervised (e.g., classification) and/or unsupervised
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