Machine Learning Algorithms From Scratch: With Phython

You must understand algorithms to get good at machine learning. The problem is that they are only ever explained using Math. No longer. In this mega Ebook written in the friendly Machine Learning Mastery style that you’re used to, finally cut through the math and learn exactly how machine learning algorithms work. Using clear explanations, simple pure Python code (no libraries!) and step-by-step tutorials you will discover how to load and prepare data, evaluate model skill, and implement a suite of linear, nonlinear and ensemble machine learning algorithms from scratch. Copyright Welcome I Data Preparation Load Data From CSV Description Tutorial Extensions Review Scale Machine Learning Data Description Tutorial Extensions Review Algorithm Evaluation Methods Description Tutorial Extensions Review Evaluation Metrics Description Tutorial Extensions Review Baseline Models Description Tutorial Extensions Review II Linear Algorithms Algorithm Test Harnesses Description Tutorial Extensions Review Simple Linear Regression Description Tutorial Extensions Review Multivariate Linear Regression Description Tutorial Extensions Review Logistic Regression Description Tutorial Extensions Review Perceptron Description Tutorial Extensions Review III Nonlinear Algorithms Classification and Regression Trees Descriptions Tutorial Extensions Review Naive Bayes Descriptions Tutorial Extensions Review k-Nearest Neighbors Description Tutorial Extensions Review Learning Vector Quantization Description Tutorial Extensions Review Backpropagation Description Tutorial Extensions Review IV Ensemble Algorithms Bootstrap Aggregation Descriptions Tutorial Extensions Review Random Forest Description Tutorial Extensions Review Stacked Generalization Description Tutorial Extensions Review V Conclusions How Far You Have Come Getting More Help Machine Learning Books Forums and Q&A Websites Contact the Author VI Appendix Standard Datasets Overview Swedish Auto Insurance Dataset Wine Quality Dataset Pima Indians Diabetes Dataset Sonar Dataset Banknote Dataset Iris Flower Dataset Abalone Dataset Ionosphere Dataset Wheat Seeds Dataset Python Crash Course Assignment Flow Control Data Structures