Quantitative Methods Courses

IEEE

Algorithmic Transparency via Quantitative Input Influence - Theory and Experiments with Learning Systems

Exploring quantitative input influence measures to enhance algorithmic transparency in machine learning systems, with applications in decision-making, oversight, and privacy-preserving transparency reports.

• YouTube
• 26 minutes
• Self-Paced
• Conference Talk

USENIX

A Usability Study of Five Two-Factor Authentication Methods

Comprehensive usability study comparing five two-factor authentication methods, examining setup procedures, user experiences, and preferences to inform better security implementations for online accounts.

• YouTube
• 22 minutes
• Self-Paced
• Conference Talk

echohive

GPT-3 Teaches Python String Methods with OpenAI Playground

Explore Python string manipulation methods using GPT-3 and OpenAI Playground, covering find, index, replace, and split functions for efficient coding.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

Chris Titus Tech

Methods to Setup and Use a VPN

Comprehensive guide on setting up VPNs using various methods, including Synology, QNAP, Windows client, and pfSense. Covers installation, configuration, and troubleshooting for secure remote access.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Royal Tyrrell Museum of Palaeontology

Bringing Dinosaurs to Life - Using Innovative Techniques and Methods in Vertebrate Palaeontology

Explore innovative techniques in paleontology, from digitization to biomechanics, revolutionizing our understanding of dinosaur movement, strength, and anatomy. Gain insights into cutting-edge research methods.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Simons Institute

Kernel Methods for Causal Inference

Explore kernel ridge regression for causal inference, covering dose responses, treatment effects, and extensions to various settings. Learn about consistency, efficiency, and robustness in estimation.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Simons Institute

Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes

Explore policy gradient methods in Markov Decision Processes, covering optimality, approximation, and key concepts like entropy regularization and natural policy gradient.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Simons Institute

Faster Algorithms and New Iterative Methods for Computing the Stationary Distribution

Explore advanced algorithms and iterative methods for computing stationary distributions, with applications in optimization and graph theory.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

Simons Institute

Interior Point Methods

Explore advanced interior point methods for optimization, covering key ideas, path following analysis, and specialized algorithms like Renegar's and regularized John ellipse barrier.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Simons Institute

Stochastic Variance Reduction Methods for Policy Evaluation

Explore stochastic variance reduction methods for policy evaluation in reinforcement learning, covering MSPBE, SVRG, and SAGA algorithms with experimental results.

• YouTube
• 47 minutes
• Self-Paced
• Free Video

MITCBMM

Neuroscience Methods Tutorial

Explore diverse neuroscience methods including psychophysics, electrophysiology, and signal analysis. Learn about electrode types, spike sorting, and oscillatory activity.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Databricks

MLflow Model Serving - Methods and Best Practices

Explore MLflow model serving techniques, including batch and real-time scoring, open-source and Databricks-managed options, with emphasis on new production-ready model serving features.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Databricks

Different Streaming Methods with Apache Spark and Kafka

Explore real-time analytics using Apache Spark and Kafka. Learn about streaming methods, overcoming technical challenges, and innovative solutions for handling billions of daily events in a scalable, cost-efficient manner.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Unity

Pre- & Post-Launch - Tools & Methods Gamedevs Love - Unite Now 2020

Explore tools and methods used by game developers throughout the production lifecycle, from indie to AAA studios, and gain insights into their preferences and future aspirations.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

javidx9

Convex Polygon Collisions - Part 1: AABB and SAT Methods

Explore convex polygon collision detection and resolution techniques, including AABB and SAT, with practical demonstrations and code examples for game development.

• YouTube
• 37 minutes
• Self-Paced
• Free Video