Accessing S3 Bucket From Google ColabWe’re going to set up the AWS cli in Google Colab, which is the command line interface connecting to an S3 bucket.Jun 4, 20204Jun 4, 20204
In the apocalyptical thriller Bird Box, we witness the spread of a deadly disease contracted…The film was referenced so many times via memes at technical talks and blogs that after missing out on yet another reference, I decided…Nov 29, 2019Nov 29, 2019
Above is a map of longitude vs latitude of functional and nonfunctional water pumps.What information do you need to predict whether water pumps are faulty?May 31, 2019May 31, 2019
Explaining Predictions: Graphing Feature Importances, Permutation Importances with Eli5, Partial…In this article, I will be demonstrating a few ways we can graphically devise conclusions from our model in order to tweak it or choose a…May 18, 20191May 18, 20191
3-way (train, cross validate, test) split is used to help us determine what model would work best.Good validation is more important than good models. Simple training/validation split is not enough. When you looked at your validation…May 18, 2019May 18, 2019
Confusion Matrix, ROC_AUC and Imbalanced Classes in Logistic RegressionTo review basic underlying concepts, precision is the measure of how out of all your positive predictions, how many were correct. Recall…May 18, 20191May 18, 20191
Adjusting Parameters for SciKitLearn, Use case of Predicting Daily Total Number of Bicycle Trips…I’m going to go through a the entire process from beginning to finish of making predictions on a model based on my data science class…May 18, 2019May 18, 2019
Random Forests with Decision Trees, Bagging and Gradient Boosting with SKlearn and XGBoostRandom Forests with Sci Kit Learn and Gradient Boosting with XG BoostMay 17, 2019May 17, 2019
Logistic Regression, Accuracy, Cross-ValidationTo classify a value and make sure the value stays within a certain range, logistic regression is used. The below is a Sigmoid curve and…May 14, 20193May 14, 20193
Inferential Regression Diagnostics: Linear Regression Models For Inference, CollinearityTo find the most efficient, unbiased estimator, which really aims towards an accurate and precise model in terms of the coefficients, not…May 2, 2019May 2, 2019
