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博客园 - 逝者如斯(乎)

Redis和Memcached的区别详解 分布式系统原理与范型 - 电子支付系统 CSS3 (1) - Beginner Shell Script (2) - global.sh Java面试题(1)- 高级特性 Master Nginx(8) - Troubleshooting Techniques Master Nginx(7) - Nginx for the Developer Master Nginx(6) - The Nginx HTTP Server Hadoop实战课程 Java EE (14) -- SSH配置 Self-Paced Training (3) - Docker Operations Self-Paced Training (2) - Docker Fundamentals Self-Paced Training (1) - Introduction to Docker Shell Script Tutorials (0 ~ 62) Master Nginx(5) - Reverse Proxy Advanced Topics Master Nginx(4) - Nginx as a Reverse Proxy Master Nginx(3) - Using the Mail Module Mater Nginx(2) - A Configuration Guide Master Nginx(1) - Installing Nginx and Third-Party Modules
Python (1) - 7 Steps to Mastering Machine Learning With Python
逝者如斯(乎) · 2016-10-30 · via 博客园 - 逝者如斯(乎)

Step 1: Basic Python Skills

install Anaconda
including numpy, scikit-learn, and matplotlib

Step 2: Foundational Machine Learning Skills

Unofficial Andrew Ng course notes
Tom Mitchell Machine Learning Lectures

Step 3: Scientific Python Packages Overview

numpy - mainly useful for its N-dimensional array objects
pandas - Python data analysis library, including structures such as dataframes
matplotlib - 2D plotting library producing publication quality figures
scikit-learn - the machine learning algorithms used for data analysis and data mining tasks

Step 4: Getting Started with Machine Learning in Python

iPython Notebook Overview
An Introduction to scikit-learn
Example Machine Learning Notebook
Model Evaluation

Step 5: Machine Learning Topics with Python

k-means Clustering
Decision Trees
Linear Regression
Logistic Regression

Step 6: Advanced Machine Learning Topics with Python

Support Vector Machines
Kaggle Titanic Competition (with Random Forests)
Dimensionality Reduction

Step 7: Deep Learning in Python

Neural Networks and Deep Learning
Theano
Caffe