Machine Learning

algorithms.md

Linear Regression

Naive Bayes

Decisions Trees

Logistic Regression

Support Vector Machines

Neural Networks

Kernel Trick

Clustering

Mean Absolute Error

Mean Squared Error

Batch

Mini-batch

Stochastic

install_environment.sh

# Mac OS
# Download and install Python:
# https://www.python.org/ftp/python/3.6.5/python-3.6.5-macosx10.9.pkg

# Upgrade pip:
$ python3 -m pip install --upgrade pip

# Install dependencies:
$ python3 -m pip install --user numpy scipy matplotlib ipython jupyter pandas sympy nose

# Install Jupyter:
$ python3 -m pip install jupyter

# Edit the bash profile:
$ vim ~/.bash_profile

# Add this line inside ~/.bash_profile:
export PATH=$PATH:~/.local/bin

# Update the source:
$ source ~/.bash_profile

# Open Jupyter:
$ jupyter notebook

links.md

Course Machine Learning

https://udacity-br.slack.com

https://github.com/machinelearningnanodegree/MLND/wiki

https://discussions.udacity.com/c/nd009-br/introducao

https://www.kaggle.com/

https://rasbt.github.io/mlxtend/user_guide/classifier/SoftmaxRegression/

Editor

https://jupyter.org/

Python

https://br.udacity.com/course/programming-foundations-with-python--ud036

Statistics

https://eu.udacity.com/course/intro-to-statistics--st101

Linear Algebra

https://eu.udacity.com/course/linear-algebra-refresher-course--ud953

LinearRegression

http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html

Neural Networks

http://jalammar.github.io/visual-interactive-guide-basics-neural-networks/

https://github.com/jalammar/simpleTensorFlowClassificationExample/blob/master/Basic%20Classification%20Example%20with%20TensorFlow.ipynb

https://www.tensorflow.org/tutorials/layers