25. Stochastic Gradient Descent
MIT 18.065 Matrix Methods in Data Analysis, Signal Processing, and Machine Learning, Spring 2018 Instructor: Suvrit Sra View the complete course: ...
MIT OpenCourseWare
Mod-01 Lec-06 Stochastic processes
Physical Applications of Stochastic Processes by Prof. V. Balakrishnan,Department of Physics,IIT Madras.For more details on NPTEL visit http://nptel.ac.in.
nptelhrd
Iterative stochastic numerical methods for statistical sampling: Professor Ben Leimkuhler
I study the design, analysis and implementation of algorithms for time-dependent phenomena and modelling for problems in engineering and the sciences.
The Alan Turing Institute
First-Order Stochastic Optimization
Rachel Ward, University of Texas at Austin https://simons.berkeley.edu/talks/clone-intro-his-foundations-data-science-book-ii-1 Foundations of Data Science ...
Simons Institute
Module 9: Stochastic Processes
Geoffrey Messier
Basic Course on Stochastic Programming - Class 10
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
MONTE-CARLO SIMULATION TECHNIQUE (in HINDI) with SOLVED NUMERICAL QUESTION By JOLLY Coaching
This video is about Simulation Technique and include a solved numerical using monte carlo method of simulation. This video will be helpful for all those students ...
JOLLY Coaching
Basic Course on Stochastic Programming - Class 17
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
On Gradient-Based Optimization: Accelerated, Stochastic and Nonconvex
Many new theoretical challenges have arisen in the area of gradient-based optimization for large-scale statistical data analysis, driven by the needs of ...
Microsoft Research
Basic Course on Stochastic Programming - Class 13
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
220(a) - Stochastic Differential Equations
Stochastic differential equations and Markov property.
FinMath Simplified
Basic Course on Stochastic Programming - Class 12
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Inventory Management Under Uncertainty
Heizer and Render Chapter 12.
Dr. Harvi Millar
Stochastic Calculus and Processes: Introduction (Markov, Gaussian, Stationary, Wiener, and Poisson)
Introduces Stochastic Calculus and Stochastic Processes. Covers both mathematical properties and visual illustration of important processes. Explain ...
quantpie
Practical application of the stochastic finite element method
A short movie outlining the content of the journal paper by Arregui et al. (2014) "Practical application of the stochastic finite element method". The abstract is ...
ParaFEM TV
What is STOCHASTIC PROCESS? What does STOCHASTIC PROCESS mean? STOCHASTIC PROCESS meaning
http://www.theaudiopedia.com The Audiopedia Android application, INSTALL NOW - https://play.google.com/store/apps/details?id=com.
The Audiopedia
Stochastic Second Order Optimization Methods I
Fred Roosta, University of Queensland https://simons.berkeley.edu/talks/clone-sketching-linear-algebra-i-basics-dim-reduction-0 Foundations of Data Science ...
Simons Institute
[DeepBayes2018]: Day 2, lecture 1. Introduction to stochastic optimization
Speaker: Anton Rodomanov.
BayesGroup.ru
Operations Research: an Active Learning Approach | HKPolyUx
Take this course for free on edx.org! Operations management deals with operational planning and control issues, and is needed in all sectors of the society.
edX
Basic Course on Stochastic Programming - Class 11
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Basic Course on Stochastic Programming - Class 02
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Basic Course on Stochastic Programming - Class 16
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Learning and stochastic optimization with non-i.i.d. data
ABSTRACT: We study learning and optimization scenarios where the samples we receive do not obey the frequently made i.i.d. assumption, but are coupled ...
Microsoft Research
Lecture 15 | Efficient Methods and Hardware for Deep Learning
In Lecture 15, guest lecturer Song Han discusses algorithms and specialized hardware that can be used to accelerate training and inference of deep learning ...
Stanford University School of Engineering
Basic Course on Stochastic Programming - Class 14
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Basic Course on Stochastic Programming - Class 06
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Advanced Methods for Optimal Scheduling Using Gurobi
Scheduling problems arise in a wide range of applications, and solving large-scale problems efficiently can require expert knowledge and insights.
Gurobi Optimization
Mod-01 Lec-38 Genetic Algorithms
Design and Optimization of Energy Systems by Prof. C. Balaji , Department of Mechanical Engineering, IIT Madras. For more details on NPTEL visit ...
nptelhrd
ICSP 2016: Stochastic Integer Programming (Part I)
XIV International Conference on Stochastic Programming Tutorial: Stochastic Integer Programming (Part I) James Luedtke, University of Wisconsin-Madison, ...
Instituto de Matemática Pura e Aplicada
Basic Course on Stochastic Programming - Class 19
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
JuliaCon 2017 | Stochastic Optimization Models on Power Systems | Camila Metello and Joaquim Garcia
Visit http://julialang.org/ to download Julia.
The Julia Programming Language
8. Time Series Analysis I
MIT 18.S096 Topics in Mathematics with Applications in Finance, Fall 2013 View the complete course: http://ocw.mit.edu/18-S096F13 Instructor: Peter ...
MIT OpenCourseWare
Mini Courses - SVAN 2016 - MC1 - Class 01 - Scenario Generation And Sampling Methods
Class 01 Güzin Bayraksan - Ohio State University, USA Tito Homem-de-Mello - University Adolfo Ibáñez, Chile https://svan2016.sciencesconf.org/ We review ...
Instituto de Matemática Pura e Aplicada
Basic Course on Stochastic Programming - Class 07
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Basic Course on Stochastic Programming - Class 24
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Why Should Data Scientists Use Mixed Integer Programming (MIP)
Why should Mixed-Integer Programming (MIP) be a part of every company's analytics toolbox? Nowadays, more and more companies are combining MIP and ...
Gurobi Optimization
9. Lagrangian Duality and Convex Optimization
We introduce the basics of convex optimization and Lagrangian duality. We discuss weak and strong duality, Slater's constraint qualifications, and we derive the ...
Inside Bloomberg
Structured Optimization Modeling with Pyomo and Coopr
Computational tools for modeling mathematical programs are widely used within both academia and industry. Available commercial and open-source modeling ...
APMonitor.com
Basic Course on Stochastic Programming - Class 18
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Basic Course on Stochastic Programming - Class 26
Programa de Mestrado: Basic Course on Stochastic Programming Página do Evento: http://svan2016.sciencesconf.org/resource/page/id/20 Download dos ...
Instituto de Matemática Pura e Aplicada
Applications of Machine Learning in the Supply Chain
An overview of research being conducted by Dr. Sebastian Pokutta, Associate Professor at the Stewart School of Industrial & Systems Engineering and ...
GTSCL
Stochastic processes in biology
By Dr. Rutger Hermsen. Slides are available via ...
Centre for Complex Systems Studies Utrecht
