data science
Posts tagged "data science"
7 posts
Classifying data with Python
Using scikit-learn and some Python features to set up a machine learning pipeline to quantify the efficiency of different classifers for classifying the movement of a stock price.
How to reduce the memory used by Pandas DataFrames
A script illustrating how the memory usage of a pandas DataFrame can be reduced through altering data types.
Learning about data science
Useful resources for learning about data science.
A review of Matrix Methods in Data Analysis
A review of the MIT 18.065 Spring 2018 opencourseware course, instructed by Gilbert Strang.
Numerical Linear Algebra Cookbook
A review of numerical linear algebra for machine learning.
Linear Algebra for Data Science Cookbook
A review of mathematical concepts helpful for data science.
Uncertainty analysis literature review
A review of the literature on uncertainty and sensitivity analysis when applied to optimisation models.