Actuartech

How to use the Actuartech platform

How to Get Set Up

A User Guide for Jupyter Notebooks

Other ways to code in Python

Component Structure and How to Navigate

0.1 Defining Machine Learning

1.0 Background and Resources

1.1 Problem Statement

1.2 Data Collection

1.3 Data Cleaning

1.4 Data Management

1.5 Model Building

1.6 Model Validation

1.7 Reporting

1.8 Monitoring and Version Control

1.9 Overarching Components of the Pipeline

Machine Learning Reference Matrix

3.1 End-to-End Lapse Analysis Case Study

3.2.1 Introduction to Mortality Forecasting using Deep Learning Case Study

3.2.2 Data Preparation

3.2.3 Theoretical Background

3.2.4 Fitting an LSTM using keras and tensorflow

3.2.5 Further Advances when Fitting an LSTM using keras and tensorflow

3.2.6 LSTM Notebooks, Lee-Carter & Cairns-Blake-Dowd Packages, and Dataset