mirror of
https://github.com/wassname/pyrobolearn.git
synced 2026-09-09 11:31:38 +08:00
Update index.md
This commit is contained in:
@@ -1,3 +1,20 @@
|
||||
# PyRoboLearn
|
||||
|
||||
Welcome to the main page of PyRoboLearn (PRL).
|
||||
Abstract: "On the quest for building autonomous robots, several robot learning frameworks with different functionalities have
|
||||
recently been developed. Yet, frameworks that combine diverse learning paradigms (such as imitation and reinforcement learning)
|
||||
into a common place are scarce. Existing ones tend to be robot-specific, and often require time-consuming work to be used with
|
||||
other robots.
|
||||
Also, their architecture is often weakly structured, mainly because of a lack of modularity and flexibility. This leads users
|
||||
to reimplement several pieces of code to integrate them into their own experimental or benchmarking work.
|
||||
To overcome these issues, we introduce PyRoboLearn, a new Python robot learning framework that combines different learning
|
||||
paradigms into a single framework. Our framework provides a plethora of robotic environments, learning models and algorithms.
|
||||
PyRoboLearn is developed with a particular focus on modularity, flexibility, generality, and simplicity to favor (re)usability.
|
||||
This is achieved by abstracting each key concept, undertaking a modular programming approach, minimizing the coupling among the
|
||||
different modules, and favoring composition over inheritance for better flexibility. We demonstrate the different features and
|
||||
utility of our framework through different use cases."
|
||||
|
||||
- Link to paper: arxiv
|
||||
- Link to Github repository: https://github.com/robotlearn/pyrobolearn
|
||||
- Link to documentation: doc
|
||||
- Link to videos: youtube
|
||||
- Link to [examples](https://github.com/robotlearn/pyrobolearn/tree/master/examples)
|
||||
|
||||
Reference in New Issue
Block a user