Teaching
Undergraduate and graduate courses I have taught at UFF. Course materials are shared privately with enrolled students via Google Classroom.
Graduate
Language Models
From n-grams to Transformers and LLMs — pre-training, fine-tuning, prompting, alignment and evaluation.
- 2025/2
- 2024/2
- 2023/2
Natural Language Processing
Statistical and neural methods for NLP — text representations, sequence models, Transformers and core tasks.
- 2022/1
- 2021/1
- 2017/2
Relational Machine Learning
Learning from relational and structured data — statistical relational learning, inductive logic programming and graph neural networks.
- 2022/2
- 2018/2
Machine Learning
Core machine learning — supervised and unsupervised learning, model selection and generalization.
- 2021/2
Artificial Intelligence
Search, logic and knowledge representation, probabilistic reasoning and learning at graduate level.
- 2020/1
- 2018/1
Representation Learning
Learning meaningful data representations through neural networks, embeddings, self-supervised learning, and deep learning techniques.
- 2019/1
Undergraduate
Programming with C
Introductory programming in C — control flow, functions, arrays, pointers, memory and basic data structures.
- 2026/2
- 2025/2
- 2025/1
- 2024/2
- 2024/1
- 2019/2
- 2020/1
- 2017/2
Artificial Intelligence
Foundations of AI — search, knowledge representation and reasoning, uncertainty and an introduction to machine learning.
- 2025/1
- 2022/2
- 2022/1
- 2021/2
- 2021/1
- 2019/1
- 2018/2
- 2018/1
Programming with Python
Introductory programming in Python, focused on problem solving.
- 2026/2
- 2024/1
- 2023/2
- 2020/2
- 2019/2
- 2016/2
- 2016/1
Natural Language Processing
Introduction to NLP — text processing, language modeling, word representations and classic NLP tasks.
- 2017/2
- 2020/2
Object-Oriented Programming
Object-oriented programming, focused on classes, objects, encapsulation, inheritance, polymorphism, and software design principles.
- 2016/2
Before 2020
Dashed semesters were taught online during the COVID-19 pandemic.