machine-learning.md

Machine Learning / Aprendizado de Máquina

Vídeos

• Machine Learning Lectures: aulas do Andrew NG na Stanford University
• Machine Learning com Python e scikit-learn: curso da Data School com vários códigos de exemplo, disponíveis em Jupyter Notebook
• Machine Learning: playlist do Alexander Ihler: mais profundo, mas didática boa

Cursos

• Data Science and Machine Learning with Python - Hands On!
• Python for Data Science and Machine Learning Bootcamp
• Data Science and Machine Learning Bootcamp with R
• Introdução ao Aprendizado de Máquina
• Curso no Coursera de Machine Learning ministrado pelo Andrew NG
• A Course in Machine Learning

Datasets

• Datasets for Machine Learning

Grupos

• Machine & Deep Learning Brasil - Facebook
• Machine Learning & Data Science no Garoa - Telegram

Projetos

• Univariate Linear Regression with Gradient Descent and JS

Artigos

Gerais

• Ten Things Everyone Should Know About Machine Learning
• Introdução Visual ao aprendizado de máquina [pt-br]
• Complete Guide to Parameter Tuning in XGBoost (with codes in Python)
• I thought I was ready to start coding Neural Networks. Boy, was I wrong.

Classes Desbalanceadas

• Dealing with Unbalanced Class, SVM, Random Forest and Decision Tree in Python
• How to Handle Imbalanced Classes in Machine Learning

Livros

• Understanding Machine Learning From Theory to Algorithms
• The Elements of Statistical Learning

Tutoriais

• Titanic: Getting Started With R
• R Tutorial