Tutorials
Dr. Hamada NaokiSenior Researcher, Artificial Intelligence Laboratory Fujitsu Laboratories Ltd., Japan ![]() Title: Evolutionary Multi-objective Optimization and Topological Data Analysis for Designing Innovative Products |
Mr. Sumit MisraGeneral Manager, RS Software (India) Limited, Kolkata, India RS Software (India) Limited, Kolkata, India ![]() Title: Applied Data Stream Analytics Abstract: Business application of Data Stream Analytics opens up different types of challenges. The spectrum covers the infrastructure components as well as software solution components both for online and offline processes. While today we have a very large set of technology in AI, ML and related areas, selection of the techniques become extremely important for the business solution. As the businesses starts with deterministic methods – predominantly rule based, there is a specific need to draw a pathway from deterministic to non-deterministic models. An aspect that has to be under consideration is that the models and profiles “drift” with time as well as there are cyclic relevance of models based on seasonal activities. These and much more become... |
Dr. Nibaran DasAssociate Professor, Department of Computer Science & Engineering Jadavpur University, Kolkata, India ![]() Title: Invariance: The Problem with CNN Abstract: The insurgence of convolutional neural networks since the introduction of LeNet has been one of the most notable aspects in the field of computer vision over the last couple of decades. As more and more networks are proposed every year it is becoming more and more essential to pay attention to the shortcomings of CNN so that new avenues of research can be opened and saturation of technology can be avoided. The basis of CNNs lies in automatic learning of a set of weights arranged as kernels that are convoluted over an image to generate activations that denote the presence of a... |