Course Work

Some github pages may be private due to course policy.

Instituto Superior Técnico

Deep Structured Learning (19/20):

• Homework 1: Statement, Report, Code
• Homework 2: Statement, Report, Code
• Project: Data Augmentation Leveraging LLMs

Statistical Leanirng (18/20):

• Project: A Review on Dense Retrieval

Carnegie Mellon University

Machine Learning for Text and Graph Mining (A+)

• Homework 1: PageRank and Variants. Report, Code
• Homework 2: Recommendation System. Report, Code
• Homework 3: RNN and CNN for Text Classification. Report, Code
• Homework 4: Support Vector Machines. Report, Code
• Homework 5: Multi-class Classification. Report, Code
• Homework 6: Graph Neural Networks. Report, Code

Large Language Models: Methods and Applications (A+)

• Homework 1: Prompting LLMs
• Homework 2: Implementing a Transformer Decoder
• Homework 3: Data cleaning
• Project: LLM-based Tip-of-the-Tongue Retrieval

Search Engines (A+)

• Project: Search Engine implementation

Grammar Formalisms (A)

• Project: Classification of caused-motion constructions

Question Answering

• Project: Advertisement in Retrieval Augmnented Generation