Telecom Paris Dep. Informatique & Réseaux Nils Holzenberger ← Home page April 2024

Neuro-Symbolic Artificial Intelligence

with

Simon Coumes

and

Zacchary Sadeddine

➜            other AI courses

The course is organized around weekly topics. For each topic, students connect to the relevant page on the web site. They will find some text to read, small open questions and small programming exercises that they can try on their own machine (or on the machines provided in the lab room). Your answers are recorded. For most questions, a possible solution becomes accessible after answering. Try to work on a weekly basis. Answers are no longer recorded beyond the deadline indicated for each topic. There will be a small quiz (on paper, no documents) at the end of the course. The final quiz will consist in small short and independent exercises about Prolog, logic and other topics. Answers to lab exercises will be read and evaluated. They will contribute to the final grade (~40%). No documents, no functionning devices.
Examples of past exams:   2023   2022   2021
Questions not relevant for the 2024 exam:

• 2023 Q5
• 2022 Q5
• 2021 Q4, Q6

Note that there will be questions about ProbLog in the 2024 exam while there are none in the past exams.
Lab sessions are in rooms equipped with machines, but your are welcome to use your own. We will be working with the free Prolog Interpreter SWI-Prolog.

Don’t hesitate to ask questions to teachers during the labs, they are there FOR YOU.

Topics

	Overview
13 feb 2024 13:30 ➜ 27 feb 2024 13:30	First steps in Prolog   Slides lecture 1
27 feb 2024 13:30 ➜ 5 mar 2024 13:30	Problem solving and Knowledge representation   Slides lecture 2   monkey.pl   invert.pl   simpsons.pl   purge.pl   weather.pl   birds.pl
5 mar 2024 13:30 ➜ 12 mar 2024 13:30	Propositional Logic   Slides lecture 3
12 mar 2024 13:30 ➜ 19 mar 2024 13:30	Predicate Logic   Slides lecture 4   Without animations
19 mar 2024 13:30 ➜ 26 mar 2024 13:30	Symbolic Machine Learning   Slides lecture 5   Without animations
26 mar 2024 13:30 ➜ 2 apr 2024 13:30	ProbLog: Probabilistic Prolog   Slides lecture 6   Without animations   weather.pl   monty-hall.pl   likes.pl
2 apr 2024 13:30 ➜ 12 apr 2024 23:59	Statistical Machine Learning in Problog   Slides lecture 7   Without animations   fruit.pl   likes.pl   poker-dice.pl   poker-dice-samples.pl
	Neuro-Symbolic Programming   Slides lecture 8   Without animations

                

Evans, J. & Rzhetsky, A. (2010). Machine science. Science, 329 (5990), 399-400.

Chiang, T. (2023). ChatGPT is a blurry JPEG of the Web. Annals of Technology - The New Yorker, Feb.