New Book by the INESC-ID researcher Andreas Wichert and his PhD student Luís Sá-Couto
World Scientific just published the work “Machine Learning — A Journey to Deep Learning”, written by INESC-ID researcher Andreas Wichert and his PhD student Luís Sá-Couto.
This unique compendium discusses some core ideas for the development and implementation of machine learning from three different perspectives — the statistical perspective, the artificial neural network perspective and the deep learning methodology.
The useful reference text represents a solid foundation in machine learning and should prepare readers to apply and understand machine learning algorithms as well as to invent new machine learning methods. It tells a story outgoing from a perceptron to deep learning highlighted with concrete examples, including exercises and answers for the students.
The book is available here.
About the authors:
Andreas Wichert studied computer science at the University of Saarland, where he graduated in 1993. Afterwards, he became a PhD student at the Department of Neural Information Processing, University of Ulm. Since 2006 he is Assistant Professor at Department of Computer Science and Engineering, University of Lisbon where he is as well lecturing about machine learning and quantum computation. His research focuses on neuronal networks, cognitive systems and quantum computation.
Luis Sa-Couto studied computer science at the Department of Computer Science and Engineering, University of Lisbon, where he graduated in 2018. Since then he is a PhD student under the supervision of Prof Andreas Wichert with the topic Extending Deep Learning Applicability Through Attention-inspired Networks for Object Recognition. He lectured practical classes in AI and machine learning.
Upcoming Events
NII International Internship Programme Presentation and Q&A by Emmanuel Planas
On April 30, Emmanuel Planas, the acting director of the Global Liaison Office (GLO) and responsible for the internationalisation program at the National Institute of Informatics (NII) in Tokyo, Japan, will give a presentation to introduce the NII and its internship program to INESC-ID students and IST’s Master’s in Computer Science students.
Date & Time: April 30, 14h00
Where: Sala Polivalente, Técnico – Taguspark
“The NII International Internship Program is an exchange activity with students from institutions with which NII has concluded a Memorandum of Understanding (MOU) agreement. This incentive program aims at giving interns the opportunity for professional and personal development by engaging in research activities under the guidance and supervision of NII researchers.
The NII Internship Program is open to Research Master’s and PhD students who are currently enrolled at one of the partner institutions that have signed an MOU agreement with NII.”
Educational Workshop on Responsible AI for Peace and Security (UNODA)
On June 6 and 7, The United Nations Office for Disarmament Affairs (UNODA) and the Stockholm International Peace Research Institute (SIPRI) are offering a selected group of technical students the opportunity to join a 2-day educational workshop on Responsible AI for peace and security.
The third workshop in the series will be held in Porto Salvo, Portugal, in collaboration with GAIPS, INESC-ID, and Instituto Superior Técnico. The workshop is open to students affiliated with universities in Europe, Central and South America, the Middle East and Africa, Oceania, and Asia.
Date & Time: June 6 a 7
Where: IST – Tagus Park, Porto Salvo
Registration deadline: April 8
Summary: “As with the impacts of Artificial intelligence (AI) on people’s day-to-day lives, the impacts for international peace and security include wide-ranging and significant opportunities and challenges. AI can help achieve the UN Sustainable Development Goals, but its dual-use nature means that peaceful applications can also be misused for harmful purposes such as political disinformation, cyberattacks, terrorism, or military operations. Meanwhile, those researching and developing AI in the civilian sector remain too often unaware of the risks that the misuse of civilian AI technology may pose to international peace and security and unsure about the role they can play in addressing them. Against this background, UNODA and SIPRI launched, in 2023, a three-year educational initiative on Promoting Responsible Innovation in AI for Peace and Security. The initiative, which is supported by the Council of the European Union, aims to support greater engagement of the civilian AI community in mitigating the unintended consequences of civilian AI research and innovation for peace and security. As part of that initiative, SIPRI and UNODA are organising a series of capacity building workshops for STEM students (at PhD and Master levels). These workshops aim to provide the opportunity for up-and-coming AI practitioners to work together and with experts to learn about a) how peaceful AI research and innovation may generate risks for international peace and security; b) how they could help prevent or mitigate those risks through responsible research and innovation; c) how they could support the promotion of responsible AI for peace and security.”