Neuro-symbolic Representations: Commonsense Knowledge & Reasoning

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Classical Language Models: Foundations and Applications

Introduces classical language models, their applications, and foundational concepts like count-based modeling and evaluation metrics.

Deep Learning for NLP

Delves into Deep Learning for Natural Language Processing, exploring Neural Word Embeddings, Recurrent Neural Networks, and Attentive Neural Modeling with Transformers.

Introduction to Modern Natural Language Processing

Introduces the course on Modern Natural Language Processing, covering its significance, applications, challenges, and advancements in technology.

Recurrent Neural Networks: Training and Challenges

Discusses recurrent neural networks, their training challenges, and solutions like LSTMs and GRUs.

Neural Architectures for Embodied AI and Cognition

Explores neural architectures for embodied AI, cognitive systems, and the integration of computing and robotics.

The Printing Press: A Revolution in France

Explores the introduction of the printing press in France and its societal impact.

The French Library: Symmetry and Nature

Delves into the design of the Bibliothèque de France and its connection to nature and knowledge.

Michel Foucault: Birth of Biopolitics and Panopticism

Explores Michel Foucault's critical analysis of power, knowledge, and discipline in society, focusing on surveillance, punishment, and the birth of the prison system.

Text Understanding

Explores Text Understanding, focusing on Named Entities, Information Extraction, and Machine Reading methods.

Non conceptual knowledge systems

Explores the impact of Deep learning on Digital Humanities, focusing on non conceptual knowledge systems and recent advancements in AI.