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
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
# 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 |
Course Machine Learning
https://github.com/machinelearningnanodegree/MLND/wiki
https://discussions.udacity.com/c/nd009-br/introducao
https://rasbt.github.io/mlxtend/user_guide/classifier/SoftmaxRegression/
Editor
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/