Travis Davies's repositories
statistical_machine_learning_notes
My notes for COMP90051 Statistical Machine Learning at University of Melbourne
number_plate_recognition
That detects and extracts number plates from images and videos
act-plus-plus
Imitation learning algorithms with Co-training for Mobile ALOHA: ACT, Diffusion Policy, VINN
avian-mesh
Project website for 3D Bird Reconstruction (ECCV 2020)
bushfire_satellite_camera
A project to create a satellite-deployable computer vision model which can accurately extract areas in Australia which are experiencing bushfires.
butterfly-classifier
a CNN that classifies 75 different species of butterfly images with usage of data augmentation
calculator_app
A simple calculator app with JavaScript, HTML and CSS.
computer_vision_notes
My lecture notes for Computer Vision at The University of Melbourne.
data_compressor
An implementation of the Wheels Burrow Data Compressor in Java
digit_recogniser
Neural Net that recognises handwritten digits using softmax. Taken from a Kaggle competition.
house_price_predictions
House Price Predictions using a Kaggle dataset, ML model uses Scikit-learn's Random Forest Regressor
the_annotated_transformer
Implementing the transformer architecture from "Attention is All You Need", following "The Annotated Transformer" guide
llama2_reproduced
Reproducing the llama2 code (for educational purposes)
lstm_from_scratch
Writing an LSTM from scratch (educational purposes)
ml_from_scratch
Various traditional machine learning algorithms, written in C++
pacman_adversarial_search_algorithms
Various search algorithms in Pacman for finding optimal moves when dealing with adversarial agents, mainly minimax (including alpha beta pruning) and expectimax
pacman_mdp_and_reinforcement_learning_algorithms
Various algorithms for Markov's Decision Process and Reinforcement Learning in a grid world and in Pacman, including Value Iteration, Q Learning and Approximate Q-Learning
pacman_search_algorithms
This is a few algorithms playing with uninformed and informed search for AI - mainly using BFS, DFS, Uniform Cost Search, and A* Search
PaddleOCR
Awesome multilingual OCR toolkits based on PaddlePaddle (practical ultra lightweight OCR system, support 80+ languages recognition, provide data annotation and synthesis tools, support training and deployment among server, mobile, embedded and IoT devices)
seam_carver
A topological search algorithm for resizing images without noticeable effects of distortion
snow_world
A 2D platformer game loosely based off of Super Mario and the Snowy Mountains (my first ever program).