### Machine learning: Reserving on triangles - Q & A

This article covers the Q&A following our 2021 GIRO talk.

### ML modelling on triangles - a Python example

We share a Python version of our previous R worked example on using ML modelling on triangles

### Probabilistic Forecasting with Neural Networks Applied to Loss Reserving

We highlight a useful recent research contribution

### A brief history of papers looking at using neural networks in reserving

We cover some recent papers on reserving using neural networks

### Getting to grips with GLM, GAM and XGBoost

We discuss a useful ML tutorial on youtube.

### ML modelling on triangles - a worked example

We present a tutorial example, using R’s mlr3 to apply various models to a single data set

### SynthETIC

This article introduces the SynthETIC R package for data simulation.

### Reserving using machine learning - an advanced example in R (Part 3)

Part 3 of a set of 3 notebooks to replicate an example from a recent reserving paper

### Reserving using machine learning - an advanced example in R (Part 2)

Part 2 of a set of 3 notebooks to replicate an example from a recent reserving paper

### Reserving using machine learning - an advanced example in R (Part 1)

Part 1 of a set of 3 notebooks to replicate an example from a recent reserving paper

### My Top 10 R Packages for Data Analysis

We discuss 10 great R packages for data analysis