Skip to content
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
10 changes: 9 additions & 1 deletion _data/navigation.yml
Original file line number Diff line number Diff line change
Expand Up @@ -100,6 +100,8 @@ wiki:
url: /wiki/common-platforms/ros2-navigation-for-clearpath-husky/
- title: Hello Robot Stretch RE1
url: /wiki/common-platforms/hello-robot
- title: Building ROS2 Custom Packages
url: /wiki/common-platforms/ros/ros2-custom-package/
- title: Sensing
url: /wiki/sensing/
children:
Expand Down Expand Up @@ -177,14 +179,18 @@ wiki:
url: /wiki/machine-learning/python-libraries-for-reinforcement-learning/
- title: Reinforcement Learning
url: /wiki/machine-learning/intro-to-rl/
- title: Diffusion Models and Diffusion Policy
url: /wiki/machine-learning/intro-to-diffusion/
- title: GRPO for Diffusion Policies
url: /wiki/machine-learning/grpo-diffusion-policies/
- title: YOLO Integration with ROS and Running with CUDA GPU
url: /wiki/sensing/ros-yolo-gpu/
- title: YOLOv5 Training and Deployment on NVIDIA Jetson Platforms
url: /wiki/machine-learning/yolov5-tensorrt/
- title: Mediapipe - Live ML anywhere
url: /wiki/machine-learning/mediapipe-live-ml-anywhere/
- title: NLP for robotics
url: /wiki/machine-learning/nlp_for_robotics/
url: /wiki/machine-learning/nlp-for-robotics/
- title: State Estimation
url: /wiki/state-estimation/
children:
Expand Down Expand Up @@ -348,6 +354,8 @@ wiki:
url: /wiki/tools/code-editors-Introduction-to-vs-code-and-vim/
- title: Qtcreator UI development with ROS
url: /wiki/tools/Qtcreator-ros/
- title: ROS2 Humble Intra-Process Communication Recorder
url: /wiki/tools/ros2-humble-ipc-recorder/
- title: Datasets
url: /wiki/datasets/
children:
Expand Down
480 changes: 480 additions & 0 deletions wiki/common-platforms/ros/ros2-custom-package.md

Large diffs are not rendered by default.

280 changes: 280 additions & 0 deletions wiki/machine-learning/grpo-diffusion-policies.md

Large diffs are not rendered by default.

8 changes: 7 additions & 1 deletion wiki/machine-learning/index.md
Original file line number Diff line number Diff line change
Expand Up @@ -17,10 +17,16 @@ This section demonstrates how machine learning enhances robotic systems by enabl
- **[Introduction to Reinforcement Learning](/wiki/machine-learning/intro-to-rl/)**
Covers reinforcement learning concepts and Bellman equations. Discusses methods like dynamic programming, Monte Carlo, and temporal difference learning, with an emphasis on robotic applications.

- **[Introduction to Diffusion Models and Diffusion Policy](/wiki/machine-learning/intro-to-diffusion/)**
Comprehensive introduction to diffusion models and their application in robotics through diffusion policies. Covers ODE and SDE formulations, their practical implications, and how diffusion policies enable multi-modal action learning for complex robotic tasks.

- **[GRPO for Diffusion Policies in Robotics](/wiki/machine-learning/grpo-diffusion-policies/)**
Introduces Group Relative Policy Optimization (GRPO) and its application to diffusion policies using SDE formulation for stochastic sampling. Covers GRPO's origins in LLMs, the mathematical framework, and practical implementation strategies for optimizing robot policies with reward-based learning.

- **[Mediapipe: Real-Time ML for Robotics](/wiki/machine-learning/mediapipe-live-ml-anywhere/)**
Introduces MediaPipe for live ML inference on various platforms, including Android, iOS, and IoT. Highlights body pose tracking, hand tracking, and object detection pipelines.

- **[NLP for Robotics](/wiki/machine-learning/nlp_for_robotics/)**
- **[NLP for Robotics](/wiki/machine-learning/nlp-for-robotics/)**
Explores how natural language processing (NLP) enables robots to understand and respond to human language. Includes an overview of transformer models and HuggingFace library usage.

- **[Python Libraries for Reinforcement Learning](/wiki/machine-learning/python-libraries-for-reinforcement-learning/)**
Expand Down
Loading