Support Vector Classifiers in python using scikit-learnIn this post we will be using a Support Vector Classifier (SVC) to classify handwritten digits. This dataset can be found here. Support Vector…
Decision Tree Classifier in Python using Scikit-learnDecision Trees can be used as classifier or regression models. A tree structure is constructed that breaks the dataset down into smaller subsets eventually…
Linear Regression in Python using scikit-learnIn this post, we'll be exploring Linear Regression using scikit-learn in python. We will use the physical attributes of a car to predict its miles…
Feature Scaling with scikit-learn In this post we explore 3 methods of feature scaling that are implemented in scikit-learn: StandardScaler MinMaxScaler RobustScaler Normalizer Standard Scaler The StandardScaler assumes your data…
K-nearest Neighbours Classification in pythonK-nearest Neighbours is a classification algorithm. Just like K-means, it uses Euclidean distance to assign samples, but K-nearest neighbours is a supervised algorithm and requires training…
Scoring Classifier Models using scikit-learn scikit-learn comes with a few methods to help us score our categorical models. The first is accuracy_score, which provides a simple accuracy score of our…
Splitting Data for Machine Learning with scikit-learn scikit-learn provides a helpful function for partitioning data, train_test_split, which splits out your data into a training set and a test set. In…
Isomap for Dimensionality Reduction in PythonIsomap (Isometric Feature Mapping), unlike Principle Component Analysis, is a non-linear feature reduction method. We will explore the data set used by the original authors…
Principle Component Analysis in PythonPrinciple component analysis (PCA) is an unsupervised statistical technique that is used for dimensionality reduction. It turns possible correlated features into a set of linearly uncorrelated…
Fibonacci Implementation in pythonIn this post, we're going to take a look at how to implement the fibonacci sequence in python. The fibonacci sequence is the series of numbers you…