Yusen Liu's repositories
AMLSII_22-23_SN22081179
Implementation of SRResnet and SRGAN models on the DIV2K dataset. This project focuses on enhancing image resolution using state-of-the-art techniques, with certain hyperparameter modifications and gradient clipping to address computing power limitations and stabilize training.
AMLS_22-23_SN22081179
This project addresses binary and multiclass classification problems using both XGBoost and neural networks, starting from basic structures and expanding to deeper architectures like CNNs, VGG, and EfficientNet V2.
DLNLP_assignment_23
This GitHub project focuses on sentiment analysis for Twitter data using RoBERTa and traditional algorithms. We preprocess the datasets with text cleaning and tokenization. RoBERTa's contextualized word embeddings and fine-tuned architecture excel in sentiment classification, outperforming traditional algorithms, especially with larger datasets.
cloud-native-data-center-networking
Code repository for the O'Reilly book 'Cloud Native Data Center Networking'
ML-For-Beginners
12 weeks, 26 lessons, 52 quizzes, classic Machine Learning for all