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Jae Lew's Projects

apriltag icon apriltag

AprilTag is a visual fiducial system popular for robotics research.

apriltag_ros icon apriltag_ros

A ROS wrapper of the AprilTag 3 visual fiducial detector

boston_housing icon boston_housing

Estimated the besting selling for a home base on Boston Housing dataset. - Sklearn DecisionTreeRegressor and GridSearchCV are used.

bytetrack icon bytetrack

ByteTrack: Multi-Object Tracking by Associating Every Detection Box

caffe icon caffe

Caffe: a fast open framework for deep learning.

cart_pole icon cart_pole

Solved Cart_Pole problem from OpenAI Gym with simple random gains approach

clip icon clip

Contrastive Language-Image Pretraining

customer_segments icon customer_segments

Used unsupervised learning techniques to see if any similarities exist between customers, and how to best segment customers in distinct categories.

detectron2 icon detectron2

Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.

kalman-and-bayesian-filters-in-python icon kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

labelimg icon labelimg

🖍️ LabelImg is a graphical image annotation tool and label object bounding boxes in images

langchain icon langchain

⚡ Building applications with LLMs through composability ⚡

micromouse_astar_dp icon micromouse_astar_dp

A microrobot motion agent in unknown mazes: based on A* like method for training and Dynamic Programming for test.

micromouse_rl icon micromouse_rl

A microrobot motion agent in unknown mazes: based on Reinforcement Learning

models icon models

Tensorflow Object Detection with Jupyter Notebook

navigation icon navigation

ROS Navigation stack. Code for finding where the robot is and how it can get somewhere else.

octomap_mapping icon octomap_mapping

ROS stack for mapping with OctoMap, contains octomap_server package

pointnet icon pointnet

PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation

pointnet2 icon pointnet2

PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric Space

pythonds icon pythonds

Problem Solving with Algorithms and Data Structures using Python

raccoon_dataset icon raccoon_dataset

The dataset is used to train my own raccoon detector and I blogged about it on Medium

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