SIAM (Society for Industrial and Applied Mathematics) Courses

Society for Industrial and Applied Mathematics

SIAM LA21: Multiscale Methods for Machine Learning

Syllabus: Introduction Outline Frameworks Linear Methods Multioutput prediction Textbooks Methodology Challenges Weighted Graph Cuts Weighted Kernel KMeans Semantic Indexing Machine Learning Training Beam Search Masked sparse chunk multiplication Sparse…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Monotonicity method for extreme, singular and degenerate inclusions in electrical impedance tomograp

Syllabus: Introduction Electrical impedance demography Outline Extreme inclusions Forward problems Inverse problems Convergence of nomenclature maps Monotonic relations Monotonicity estimates Indefinite inclusions References

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Quantitative Finance: Toward A General Framework for Modelling Roll-Over Risk

Syllabus: Introduction Outline Background Basis Swap Liois Spread Literature Arbitrage Strategy RollOver Risk Question Presentation Feedback Policy Independent Trials Learning Algorithms Exploration Policy PhaseBased Algorithm Performance Gap Assumption…

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Seminar on Applied Geometry and Algebra (SIAM SAGA): Dustin Mixon

Syllabus: Introduction A Fundamental Problem in Metric Geometry How to Solve the Problem Low Dimensions Welsh Bound Orthonormal Basis Best Known Packings Game of Sloanes Jasper Prize Lower Bounds TarskySeidenberg Theorem Case Work Contact Graph Semidefin…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Mean Curvature Flow, Neural Networks, and Applications

Syllabus: Introduction Examples Application Data Database Diffusion Neuron Motivation Quantitative Comparison Multifacement Character Flow Numerical Experiment Simulation Conclusion Questions

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Simulation of Dissolution and Precipitation in a Porous Medium with an Evolving Pore-Scale Geometry

Syllabus: Introduction Announcements Speaker Sharing Motivation Model Situation Surfaces Precipitation The Problem Simple geometries Complex geometries Phase field Results Phase Field Model Direction Diffusion Equation Proofs Algorithm The staggered sche…

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Essentials of Math Modeling – Session 7: Good Writing Practices and Challenge Weekend CRAM Session

Syllabus: Reminders Overview Writing the Report General Writing Tips A Case Study: The 2022 Practice Problem What us LaTeX TeX Q&A Session

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Essentials of Math Modeling – Session 6: Introduction to Regression and Statistical Ideas

Syllabus: Reminders Linear Regression Linear Model Least Squares Estimation MATLAB Examples How Do We Measure How Good Our Line Is? How Much Variation is Explained... Useful Example to Keep in Mind Data Looking Non Linear? Data Transformations…

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Darwinian Model Risk and Reverse Stress Testing

Syllabus: Introduction Context Darwinian Model Risk Profitability Puzzle Applications Conclusion Questions

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Essentials of Math Modeling – Session 5: Probabilistic Models

Syllabus: Simple Model Markov Model Long Term Behavior Exercise 1: Problem Exercise 1: Walkthrough Matrix Multiplication Metropolis - Hastings Algorithm Problem Solving Session: M3C 2018

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Imaging with Unstructured Adaptive Meshes

Syllabus: Introduction Who is involved Background Approximation error CT Attenuation Source Problem Metric Measuring Principle Prior Model Log Post Theory IIAS Algorithm Sparse Representations Two Cases Analog Meshing

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Essentials of Math Modeling – Session 4: Model for Disease Spread, Difference, and Differential Eqs.

Syllabus: Reminders What is a Difference/Differential Equation? Recall from Last Week: SI Models Stage-Structured Models Noncommunicable Disease Example Stage-Structured Analysis Ways to Solve Differential Equations Differential Equations in Actio…

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Essentials of Math Modeling – Session 3: Intro to data analysis using MATLAB and Excel

Syllabus: Introduction to MATLAB Using spreadsheets/Excel Recall from Last Week MATLAB example: SI Models Plotting Basics Plot Readability Data Importing Basics Homework Challenge Problem Solving Session: M3C 2017 Problem

• YouTube
• 1-2 hours worth of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

SIAM Conference on Optimization 2021: Local Minima, Stable Sets, and Sums of Squares

Syllabus: Intro A bird's eye view of optimization Step size too small Forcing a smart initialization? Finding a local minimum Finding a local minimizer of a quadratic program Stable sets in graphs Proof outline What about the unconstrained case? Finding…

• YouTube
• Less than 1 hour of material
• On-Demand
• Free Online Course

Society for Industrial and Applied Mathematics

Essentials of Math Modeling – Session 2: Basic programming in MATLAB

Syllabus: Introduction to MATLAB MATLAB - Using MATLAB Online/Drive MATLAB - Variables MATLAB - Integers and Floats MATLAB - Strings MATLAB - Booleans MATLAB - Lists MATLAB - For and While Loops MATLAB - Functions Homework Problem Solving Sessi…

• YouTube
• 2-3 hours worth of material
• On-Demand
• Free Online Course