Data Science BootCamp¶

Python Packages¶

Pandas: Data Frames
Numpy: Numberical Python
Scipy: Scientific Python
Sklearn: Neural Network library
Matplotlib: Matlab style plotting library
Plotly: Interactive plotting library
Lasagne: Neural Networks in Python

Data Acquisition¶

Data Loading¶

Data Exploration¶

Data Visulations¶

Data Modelling¶

Linear Model¶

Linear Regression¶

k-nearest neighbours¶

Radial Neighbors kNearest Neighbors

Computationaly expensive Data Data needs to be normalised Performance Evaluation

Decision Trees¶

Decision Trees: Prone to overfitting Works with Categorical Works with unnormalised data Based on asking questions Cost is logarthimic Depth of tree is main issue