
Course on Continual Learning (given at ESSAI 2023)
5 lectures on continual learning, given at ESSAI 2023 (approximately 1.5 hours each)
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5 lectures on continual learning, given at ESSAI 2023 (approximately 1.5 hours each)
AI is a rapidly emerging field that has opened up new vistas of innovation and creativity. From intelligent systems to self-driving cars, AI has transformed the way we live and work. While AI is often studied as a subfield of computer science, it has grow...
Manifolds, the higher-dimensional analogs of smooth curves and surfaces, are essential mathematical objects with applications in diverse fields such as classical mechanics, general relativity, and quantum field theory. By combining algebra, topology, and ...
Video summarization technologies aim to create a concise and complete synopsis by selecting the most informative parts of the video content. Several approaches have been developed over the last couple of decades and the current state of the art is represe...
Many recent advances in natural language generation have been fueled by training large language models on internet-scale data. However, this paradigm can lead to models that generate toxic, inaccurate, and unhelpful content, and automatic evaluation metri...
Speech and Language Processing is a field at the intersection of computer science, linguistics, and artificial intelligence that focuses on understanding and developing technologies to process and analyze human language. It encompasses various tasks such ...
Representation learning techniques in NLP capture meaningful and distributed representations of textual data, known as embeddings. These embeddings enable NLP models to effectively understand semantic and syntactic relationships. Popular methods include w...
Proactive dialogue systems, related to a wide range of real-world conversational applications, equip the conversational agent with the capability of leading the conversation direction towards achieving predefined targets or fulfilling certain goals from t...
Keyphrase prediction is a significant task in natural language processing that aims to generate concise phrases summarizing a document. Researchers have conducted extensive studies using statistical and deep learning methods, as well as incorporating exte...
Artificial intelligence (AI) researchers have been developing and refining large language models (LLMs) that exhibit remarkable capabilities across a variety of domains and tasks, challenging our understanding of learning and cognition. The latest model d...