Song-Mao Liao's repositories
Galaxy-Zoo-Classification
Classify the morphologies of distant galaxies
Chatbot-Reformer
Building a chatbot using the Reformer model by Trax
Navigation-AI-Agent
Navigation project environment from Unity ML-Agents
Pneumonia-Detection
Using deep convolutional neural network VGG-16 to detect pneumonia from chest X-rays
AI-for-healthcare
Fundamental and useful skills to tackle ML projects in medical imaging data
AI-Tennis-Players
Unity Machine Learning Agents (ML-Agents) Tennis Environment
Diffusion-Protein-Seq-Gen
Protein sequence generation with diffusion models
Hippocampal-Volume-Alzheimer
Hippocampal volume quantification in Alzheimer’s progression
Image-Captioning
Generating captions from images
Continuous-Robotic-Arm-Control
continuous control using actor-critic methods
CV-Facial-Keypoint-Detection
Apply image processing and deep learning to detect facial key points
EMG_EEG_DINO
Self-supervised Learning with DINO on EMG and EEG data
Enzyme-Stability-Prediction
Predict protein thermostability (melting point) from amino acid sequences
Fraud-Detection
Detect fraud from customer transaction data
Graph-Neural-Network
Applications of Graph Neural Networks (GNN)
Graph-Neural-Networks
Machine learning projects using GNNs
OO-Captioning
Caption generation for audio clips
Patient-Selection-for-Diabetes-Drug-Testing
Use deep learning to make decisions on clinical trials from EHR data
pdsnd_github
GitHub project (Project 3) repository for PDSND
Pulse-Rate-Estimation
Estimates the pulse rate from signals recorded from a wearable device while the users are running
Python-Algorithms-Data-Structures
Implementing algorithms and data structures with Python
Question-Answering
Deep Learning for Question Answering
R-Statistical-Learning
Statistical learning with R (self-study of StanfordOnline STATSX0001)
Readings
Lecture notes and implementation practices
Single-Cell-Perturbations
Predict gene expressions in different cell types after small molecule perturbations
Text-Summarization
Implementing Transformer to draft a summary from texts
Transformer-Projects
Deeping learning with Transformers
Visual-Question-Answering
Visual question answering with transformer-based models