Python Environment and Basics
System Preparation Install NVIDIA 2080Ti (driver + cuda) # if need remove old driver sudo apt-get purge nvidia* sudo apt autoremove #add ppa sudo add-apt-repository ppa:graphics-drivers sudo apt-get update #install driver version 440 sudo apt install nvidia-driver-440 sudo reboot #if the system is ubuntu 18. Cuda10.1 cd ~/Downloads wget https://developer.nvidia.com/compute/cuda/10.1/Prod/local_installers/cuda_10.1.168_418.67_linux.run…
Deep Learning 2: Basic Theory of Convolutional Neural Network
Objectives Deep learning is a recently hot machine learning method. The deep learning architectures are formed by the composition of several nonlinear transformations with the goal to yield more abstract and extract useful representations/features. (i) Start with a revision of the basic principle of Neural Networks, neutron structure, examples of…
Deep Learning 1: Basic Theory of Neural Network
Objectives Deep learning is a recently hot machine learning method. The deep learning architectures are formed by the composition of several nonlinear transformations with the goal to yield more abstract and extract useful representations/features. (i) Start with a revision of the basic principle of Neural Networks, neutron structure, examples of…