Corso di dottorato Data Science - AI in the Wild & Knowledge Intensive NLP
Speaker:
Amin Mantrach (Amazon), James Thorne (KAIST)
Data dell'evento:
Lunedì, 3 July, 2023 - 09:00 to Giovedì, 13 July, 2023 - 18:00
Luogo:
DIAG
Contatto:
The Data Science PhD course on "AI in the Wild & Knowledge Intensive NLP" will be held on July 3-13 at DIAG, Via Ariosto 25, according to this program:
- AI in the Wild: speaker Amin Mantrach (Amazon) 3-6 July
- Knowledge Intensive NLP: speaker James Thorne (KAIST) 10-13 July
An email with schedules, rooms and link Zoom will arrive.
Following the tentative program of the course.
AI in the Wild
Day 1
Dynamic Programing
Markov Chains
Hidden Markov Models
Day 2
Information Retrieval:
- Preprocessing
- Vector Space model
- Probabilistic model
- Assessment of performance
Link Analysis:
- Page Rank
- HITS
- Salsa
Day 3
Collaborative Reco:
- Introduction
- Latent class model and Expectation Maximisation
- itemRank model
- SVD decomposition
- Non-negative matrix decomposition
- Performance Evaluation
Day 4
Introducing the Randomised Shortest Path Framework
Dynamic Programing
Markov Chains
Hidden Markov Models
Day 2
Information Retrieval:
- Preprocessing
- Vector Space model
- Probabilistic model
- Assessment of performance
Link Analysis:
- Page Rank
- HITS
- Salsa
Day 3
Collaborative Reco:
- Introduction
- Latent class model and Expectation Maximisation
- itemRank model
- SVD decomposition
- Non-negative matrix decomposition
- Performance Evaluation
Day 4
Introducing the Randomised Shortest Path Framework
Knowledge Intensive NLP
Day 1
Introduction to Knowledge-Intensive NLP Tasks
Day 2
Information Retrieval
Day 3
Knowledge Fusion Architectures
Day 4
Large-Scale Language Models and Knowledge
For more details and updates: https://xfact.notion.site/2023-Summer-School-Knowledge-Intensive-NLP-271ac4dca0204cb8bc3a283fe45a66e4
gruppo di ricerca: