![]() What do the colors mean? Green means the result is approved and shown on the website. A result consists of a metric value, model name, dataset name and task name. What are the colored boxes on the right hand side? These show results extracted from the paper and linked to tables on the left hand side. It shows extracted results on the right hand side that match the taxonomy on Papers With Code. What is this page? This page shows tables extracted from arXiv papers on the left-hand side. Finally, we explore and give some challenges and open problems for the optimization in machine learning. Next, we summarize the applications and developments of optimization methods in some popular machine learning fields. Then, we introduce the principles and progresses of commonly used optimization methods. In this paper, we first describe the optimization problems in machine learning. The systematic retrospect and summary of the optimization methods from the perspective of machine learning are of great significance, which can offer guidance for both developments of optimization and machine learning research. A lot of work on solving optimization problems or improving optimization methods in machine learning has been proposed successively. With the exponential growth of data amount and the increase of model complexity, optimization methods in machine learning face more and more challenges. Optimization, as an important part of machine learning, has attracted much attention of researchers. Machine learning develops rapidly, which has made many theoretical breakthroughs and is widely applied in various fields. MATLAB for Students: "A MathWorks Account already exists with that email address.A Survey of Optimization Methods from a Machine Learning Perspective.MATLAB for Students: Error: "You have entered an invalid File Installation Key.">.MATLAB: Standalone Version Installation Guide (UBC-Owned Device).MATLAB: Network Version Installation Guide (UBC-Owned Device).Installation guides for IT Administrators: MATLAB: How do I install or activate MATLAB on a personal device?.MATLAB: How do I check if I am eligible for MATLAB?.The following links will assist in the setup and download of MATLAB: The solution linked here on the Technical Support Website provides options to accomplish this. You can identify existing incorrect code issues by comparing simulation results with code generation results. You can find the documented issues and potential workarounds through the following links (login required - free sign up):īug Report 398525 - On Windows, Matlab splash screen flashes but Matlab does not start up and no error is givenĬompare Simulation and Code Generation Results Review Related Bug Reports with Potential Workarounds Installation: Once you have verified your eligibility, proceed to install and activate MATLAB by following the instructions here. The MATLAB Standalone version can only be installed on 1 computer per license.Įligibility: To check if you are eligible to download MATLAB on your personal device, follow the instructions here. This version only requires an internet connection to initiate the license at the time of installation. Personally-Owned Devicesįor Students, Faculty, and Staff who require MATLAB for the purpose of teaching, instruction, or non-commercial research, the Standalone version is available for your personal device at home. ![]() Installation: To install the network or standalone version on your UBC-owned device, contact your local IT support team or submit a request to Okanagan campus Faculty and Research Staff should contact the UBC Okanagan IT Services Help Desk. An internet connection is not when the program is run otherwise, and is only recommended if a campus network connection is not possible on the device. The MATLAB Standalone Version requires an internet connection when initiating for the first time, and when the license is renewed annually. This license should be used for computers that are on the UBC campus. The MATLAB Network Version (recommended) requires a campus network connection (on campus connection or via VPN) at all times, and is updated automatically. ![]() See the Installation section below for details on which license is right for you. The license agreement allows for MATLAB to be installed on both UBC-Owned and Personally-Owned devices. UBC IT has a license agreement with MathWorks that covers all active UBC Students, Faculty, and Staff. Statistics and Machine Learning Toolbox.
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