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From perceptrons to deep learning


Credit: World Scientific
Have you ever wondered if it s possible to learn all there is to know about machine learning and deep learning from a book?
Machine Learning A Journey to Deep Learning, with Exercises and Answers is designed to give the self-taught student a solid foundation in machine learning with step-by-step solutions to the formative exercises and many concrete examples. By going through this text, readers should become able to apply and understand machine learning algorithms as well as create new ones.
The main parts of the book address linear and nonlinear regression, supervised learning, learning theory, feature extraction and unsupervised learning. The statistical approach leads to the definition of regularization out of the example of regression. Building on regression, we develop the theory of perceptrons and logistic regression. The book investigates the relation between bias and variance as a consequence of a finite training sample set that is used ....

Andreas Wichert , Department Of Computer Science , University Of Lisbon , University Of Saarland , Professor At Department Of Computer Science , Department Of Neural Information Processing , University Of Ulm , Neural Networks , Learninga Journey , Deep Learning , Assistant Professor , Computer Science , Neural Information Processing , Artificial Intelligence , Machine Learning , Quantum Cognition , Quantum Artificial , Prof Andreas Wichert , Algorithms Models , Decision Making Problem Solving , Memory Cognitive Processes , Perception Awareness , Technology Engineering Computer Science , Software Engineering , துறை ஆஃப் கணினி அறிவியல் , பல்கலைக்கழகம் ஆஃப் லிஸ்பன் ,

'Who will be held accountable in case of driverless car accidents?'


‘Who will be held accountable in case of driverless car accidents?’
January 23, 2021
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A Distinguished Fellow of the IIT Robert Bosch Centre says one must question if the manufacturer of the vehicle or the developer of the tech will take accountability in such cases
While autonomous vehicles are gaining momentum globally, legal scholars are figuring out who will be held accountable if there is an accident involving such a vehicle, said Srinivasan Parthasarathy, Distinguished Fellow, IIT Madras Robert Bosch Centre for Data Science and Artificial Intelligence (RBCDSAI) in a fireside chat with researchers on Thursday.
He asked, “If a company manufactures autonomous vehicles and if it gets into an accident, who is liable? If it turns out to be the fault of the driverless car, is the manufacturer liable? Is the developer of the AI technology or manufacturer of the chips liable?” ....

Andhra Pradesh , Tamil Nadu , Srinivasan Parthasarathy , Department Of Biomedical Informatics , Professor At Department Of Computer Science , Ohio State University , Madras Robert Bosch Centre For Data Science , Distinguished Fellow , Robert Bosch Centre , Data Science , Artificial Intelligence , Computer Science , Biomedical Informatics , Driverless Cars , ஆந்திரா பிரதேஷ் , தமிழ் நாடு , ஸ்ரீநிவாசன் பார்த்தசாரதி , துறை ஆஃப் உயிர் மருத்துவ தகவல் , ப்ரொஃபெஸர் இல் துறை ஆஃப் கணினி அறிவியல் , ஓஹியோ நிலை பல்கலைக்கழகம் , மெட்ராஸ் ராபர்ட் போஷ் மையம் க்கு தகவல்கள் அறிவியல் , புகழ்பெற்ற சக , ராபர்ட் போஷ் மையம் , தகவல்கள் அறிவியல் , செயற்கை உளவுத்துறை , கணினி அறிவியல் ,

IIT Madras Robert Bosch Centre presents Distinguished Fellowship to world-renowned researchers


IIT Madras Robert Bosch Centre presents Distinguished Fellowship to world-renowned researchers
IIT Madras Robert Bosch Centre presents Distinguished Fellowship to world-renowned researchers
The IIT Madras Robert Bosch Centre for Data Science and Artificial Intelligence (RBCDSAI) has awarded the RBCDSAI Distinguished Fellowship to three world-renowned researchers from International Institutions for their valuable contributions to Data Science and AI.
The Fellows will engage in long-term collaborations with the Centre, by inspiring, mentoring and initiating meaningful collaborations.
As part of welcoming the Distinguished Fellows, RBCDSAI is holding a series of events interacting with them on topical issues in Data Science and AI.
In the first of these events, a fireside chat with Prof. Srinivasan Parthasarathy on the topic AI Ethics: Separating Perception from Truth has been scheduled for January 21 and you can check out the official website to register for ....

United States , Ohio State University , University Of Texas , Tamil Nadu , Prasad Tadepalli , Krithi Ramamritham , Sriraam Natarajan , Srinivasan Parthasarathy , Jude Shavlik , University Of Wisconsin Madison , Department Of Biomedical Informatics , Department Of Computer Science Engineering , International Institutions , University Of Utah , Madras Robert Bosch Centre , University Of Massachusetts , Centre For Urban Science , Data Mining Research , Professor In Department Of Computer Science , Oregon State University , University Of Texas At Dallas , Department Of Computer Science , Madras Robert Bosch Centre For Data Science , Robert Bosch Centre , Distinguished Fellowship , Data Science ,