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The repository contains all of my coding coursework, with code, report, and feedback.

Jiancheng Zhang's Projects

4labs icon 4labs

F21DV: Data Visualization and Analytics

char-rnn-tensorflow icon char-rnn-tensorflow

Multi-layer Recurrent Neural Networks (LSTM, RNN) for character-level language models in Python using Tensorflow

f1tenth_simulator_two_agents icon f1tenth_simulator_two_agents

This is a two-agents simulator for F1TENTH model car, already implemented model predictive control and recurrent neural network as controlling algorithm

fps icon fps

F21GP: Computer Games Programming

got-book-6 icon got-book-6

LSTM trained on the first five ASOIAF/GOT books

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

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.

racetrack-preparation icon racetrack-preparation

This repository contains a python file that can generate central line of a racetrack in png format

ros_navigation icon ros_navigation

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

training-overtaking-algorithm icon training-overtaking-algorithm

This repository has code of how to train a RNN that can perform overtaking in F1TENTH simulator as well as a dataset I have created

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