mpiccardi
I am a professor at University of Technology Sydney. I am very passionate about NLP and machine learning. My first "repo" is a crash course on sequential data.
Pinned Repositories
A-vademecum-of-machine-learning
A short course on machine learning, with emphasis on sequential models. NB: it dates from 2014 and only covers HMMs and CRFs, not recurrent neural networks. Good for foundations.
An-easy-introduction-to-CRFs-and-HMMs
This is a brief presentation that gently introduces CRFs and HMMs for common NLP applications.
contextualized-topic-models
A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL and ACL 2021.
summarizer
UNMAINTAINED: A multidocument text summarizer, the final project for CIS-530: Intro to Computational Linguistics
mpiccardi's Repositories
mpiccardi/contextualized-topic-models
A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL and ACL 2021.
mpiccardi/An-easy-introduction-to-CRFs-and-HMMs
This is a brief presentation that gently introduces CRFs and HMMs for common NLP applications.
mpiccardi/A-vademecum-of-machine-learning
A short course on machine learning, with emphasis on sequential models. NB: it dates from 2014 and only covers HMMs and CRFs, not recurrent neural networks. Good for foundations.
mpiccardi/summarizer
UNMAINTAINED: A multidocument text summarizer, the final project for CIS-530: Intro to Computational Linguistics