Decision Making Under Uncertainty with POMDPs.jl

0
JuliaAcademy
Free Online Course
English
10-11 hours worth of material
selfpaced

Overview

How to build and solve decision making problems using the POMDPs.jl ecosystem of packages

Syllabus

Decision Making Under Uncertainty using POMDPs.jl
- Introduction to POMDPs.jl

MDP's
- MDPs: Markov Decision Processes

POMDPs
- POMDPs: Partially Observable Markov Decision Processes

State Estimation and Particle Filtering
- State Estimation using Particle Filtering

Approximate Methods
- Approximate Methods

Deep Reinforcement Learning
- Deep Reinforcement Learning

Imitation Learning
- Imitation Learning

Black-Box Validation
- Black-Box Validation

Taught by

Robert Moss