Data Science and Artificial Intelligence

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<i>Install PyTorch and Tensorflow packages. Depending on your system, you can install either the cpu or gpu version. Do not install both:</i>
 
<i>Install PyTorch and Tensorflow packages. Depending on your system, you can install either the cpu or gpu version. Do not install both:</i>
 
# conda install pytorch torchvision cpuonly -c pytorch # for cpu
 
# conda install pytorch torchvision cpuonly -c pytorch # for cpu
# conda install -c aaronzs tensorflow-gpu=1.10
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# conda install -c aaronzs tensorflow=1.10
  
 
Or;
 
Or;
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<i>For editor, install either jupyter notebook or jupyter lab:</i>
 
<i>For editor, install either jupyter notebook or jupyter lab:</i>
# conda install -c anaconda jupyter      
+
# conda install -c anaconda jupyter  
 +
Or;   
 
# conda install -c conda-forge jupyterlab
 
# conda install -c conda-forge jupyterlab
<i> You may need to have other editors like notebook, sublime text, vscode, spyder, etc., if you wish.<i>
+
<i> You may need to have other editors like notebook, sublime text, vscode, spyder, etc., if you wish.</i>
  
 +
<i>Execute check_packages.sh to see any missing package:</i>
 +
# chmod +x check_packages.sh
 +
# ./check_packages.sh
 +
<i>See the output of the bash file to install missing packages.</i>
 
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</div></div>
  

Version du 6 septembre 2019 à 12:02

Instructions


Participants needs to complete the 3 following instructions before the tutorial kick off date:

  • Installations
  • Download resources
  • Configurations



Installations


There are 2 options:

  1. Using personal computer
  2. Using Google Colab (alternative)



Using personal computer

A. Download and install Anaconda

Follow the underlisted steps to install Anaconda distribution in Linux (Ubuntu):

  1. cd /tmp
  2. curl -O https://repo.anaconda.com/archive/Anaconda3-2019.03-Linux-x86_64.sh
  3. sha256sum Anaconda3-2019.03-Linux-x86_64.sh
  4. bash Anaconda3-2019.03-Linux-x86_64.sh
  5. source ~/.bashrc
  6. conda list


Follow the underlisted steps to install Anaconda distribution in Windows:

  1. coming soon ...

B. Create virtual environment

We will use the name `dsai` for thi purpose (if you choose a different name, endeavour to be consistent:

  1. conda create --name dsai
  2. source activate dsai

C. Install packages

Install PyTorch and Tensorflow packages. Depending on your system, you can install either the cpu or gpu version. Do not install both:

  1. conda install pytorch torchvision cpuonly -c pytorch # for cpu
  2. conda install -c aaronzs tensorflow=1.10

Or;

  1. conda install pytorch torchvision cudatoolkit=9.2 -c pytorch # for gpu with cuda 9.2
  2. conda install -c aaronzs tensorflow-gpu=1.10

Install python libraries:

  1. conda install numpy matplotlib
  2. pip install torchsummary
  3. conda install -c anaconda scipy==1.1.0
  4. conda install -c conda-forge opencv tqdm

For editor, install either jupyter notebook or jupyter lab:

  1. conda install -c anaconda jupyter

Or;

  1. conda install -c conda-forge jupyterlab

You may need to have other editors like notebook, sublime text, vscode, spyder, etc., if you wish.

Execute check_packages.sh to see any missing package:

  1. chmod +x check_packages.sh
  2. ./check_packages.sh

See the output of the bash file to install missing packages.



Downloads

Configurations


  • Installation guide

Open a terminal and type and execute the following commands:

Anaconda

Follow the following steps to install Anaconda distribution in Ubuntu:

  1. cd /tmp
  2. curl -O https://repo.anaconda.com/archive/Anaconda3-2019.03-Linux-x86_64.sh
  3. sha256sum Anaconda3-2019.03-Linux-x86_64.sh
  4. bash Anaconda3-2019.03-Linux-x86_64.sh
  5. source ~/.bashrc
  6. conda list
Python 3 virtual environment

Follow the following steps to install:

  1. conda create --name dsai python=3
  2. conda activate dsai
TensorFlow

Follow the following steps to install:

  1. conda install -c aaronzs tensorflow-gpu=1.10
  2. conda update conda
Jupyter Notebook

Follow the following steps to install:

  1. conda install -c anaconda jupyter
Other Libraries

Follow the following steps to install:

  1. conda install -c anaconda opencv3
  2. conda install -c anaconda matplotlib
  3. conda install -c anaconda pillow
  4. conda install -c anaconda scikit-learn
  5. conda install -c anaconda scikit-image




  • Tutorial dataset
Object Recognition

Follow the following steps to install

Pose Estimation

Follow the following steps to install




  • Git repository




  • Reference materials
Lecture Notes and Slides

Follow the following steps to install

Reference papers and web resources

Follow the following steps to install




  • Survey




  • Exercises