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mianwang123 Goto Github PK

followers: 4.0 following: 32.0 repos: 9.0 gists: 0.0

Type: User

Bio: Passionate for NLP algorithm.

mianwang123's Projects

deepspeedexamples

Example models using DeepSpeed

generative-adversarial-network

The Generative Adversarial Network (GAN) is established and trained here for the UT Zappos50K.

information-retrieval

Given a set of Amazon Reviews, the task is to find all the similar reviews & reviewerIDs in the Amazon Reviews, and to find similar reviews in the database to any new input review.

muzic

Muzic: Music Understanding and Generation with Artificial Intelligence

natural-language-processing

Given Amazon Reviews Dataset, 4 models are established here (RNN, LSTM, GRU, BILSTM) to predict custormers' rankings from given review, the best of which is further improved with attention; Besides, hugging face pretrained model is introduced for transfer learning; At last, Seq2Seq model is built to predict customers' summaries based on their reviews.

songnet

Code for ACL 2020 paper "Rigid Formats Controlled Text Generation"：https://www.aclweb.org/anthology/2020.acl-main.68/

svm-cnn

Established different SVM (Pegasos v.s Adagrad) from scratch, and compared their merits and demerits. On top of this, built multi-class SVM (one-versus-one) & CNN, and compared their performance.

text-to-text-transfer-transformer

Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"

variational-autoencoder

The Convolutional AutoEncoder (CAE) and Variational AutoEncoder (VAE) are created here, to reconstruct images for the UT Zappos50K Dataset.

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