danselem / configuring-toolkits-for-data-science-and-deep-learning

This repo contains essentials of Configuring Toolkits for Data Science and Deep Learning (Pandas, DataFrames, Numpy, Scipy, Matplotlib, Seaborn, Bokeh, Statsmodel, Scikit Learn, Keras, Tensorflow, Apache Spark and etc.)

SETTING UP PC ENVIRONMENT FOR DATA SCIENCE, MACHINE LEARNING AND DEEP LEARNING WITH PYTHON

This repo contains essentials of Configuring Toolkits for Data Science and Deep Learning (Pandas, DataFrames, Numpy, Scipy, Matplotlib, Seaborn, Apache Spark, ScikitLearn, Keras, Tensorflow and etc.)

DOWLOAD AND INSTALL PYTHON 3.6

Download Python 3.6 from Python Official Website, Install it

OPEN CMD ON WINDOWS (in my case Windows 10)

Open CMD and Change the Directory to where Python is installed

cd C:\Program Files\Python36

Then proceed to next, upgrading pip version

UPGRADE PIP VERSION

Upgrade pip Version with pip

python -m pip install --upgrade pip --user

DATA SCIENCE, BIG DATA ANALYTICS, DATA ENGINEERING

Install SciPy with pip

pip install scipy

pip install scipy --user

Install Pandas with pip

pip install pandas or pip install pandas --user

Install Data Frame with pip

pip install dataframe

Install Apache Spark with pip

pip install pyspark --user

Install Anaconda - perform Python/R data science and ML

pip install anaconda --user

Install StatsModels with pip for statistical data analysis

pip install StatsModels --user

DATA VIZUALIZATION

Install matplotlib with pip

pip install matplotlib

python -m pip install matplotlib --user

Install seaborn with pip (for Data Visualization)

pip install seaborn --user

Install Plotly with pip for sophisticated graphics (Data Viz)

pip install Plotly --user

Install ggplot with pip for Data Viz

pip install ggplot --user

Install Bokeh with pip for Data Viz

pip install Bokeh --user

Install pygal with pip for Data Viz

pip install pygal --user

Install folium with pip for Data Viz

pip install folium --user

Install Geoplotlib with pip for Data Viz

pip install Geoplotlib --user

Install Missingno with pip for Data Viz

pip install Missingno --user

Install Gleam with pip for Data Viz

pip install Gleam --user

Install altair with pip for Data Viz

pip install altair --user

MACHINE LEARNING

Install scikit-learn with pip

pip install scikit-learn --user

Install sklearn with pip

pip install sklearn --user

DEEP LEARNING - DEEP NEURAL NETWORKS

Install TensorFlow with pip

pip install tensorflow

pip install tensorflow --user

python -m pip install tensorflow --user

Install Keras with pip

pip install keras

pip install keras --user

Install Theano with pip

pip install theano --user

Install PyTorch with pip

pip3 install https://download.pytorch.org/whl/cpu/torch-1.0.1-cp36-cp36m-win_amd64.whl --user

image and video datasets and models for torch deep learning

pip3 install torchvision

NATURAL LANGUAGE PROCESSING

Install NLTK - leading platform for building Python programs to work with human language data

pip install -U nltk --user

Install GloVe (unsupervised learning algorithm for generating vector representations for words) with pip

pip install glovepy --user

INSTALL JUPYTER NOTEBOOK

Install Jupyter Notebook with pip

pip install jupyterlab --user or python -m pip install jupyterlab --user