Quantitative Methods Courses

A Quantitative Study on Argo CD Scalability

Explore Argo CD scalability, focusing on syncing performance for thousands of applications. Learn about bottlenecks, optimization strategies, and experimental results for large-scale deployments.

• YouTube
• 15 minutes
• On-Demand
• Free Video

Alan Turing Institute

Scivision: Applying Computer Vision Methods - AIUK 2022 Workshop

Explore computer vision applications in real-world problem-solving through an interactive workshop from the Alan Turing Institute's Research in Action series.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Alan Turing Institute

Optimal Sampling in Weighted Least-Squares Methods - Application to High-Dimensional Approximation

Explore optimal sampling in weighted least-squares for high-dimensional approximation, focusing on mathematical foundations and modern approaches to overcome the curse of dimensionality.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Alan Turing Institute

Iterative Stochastic Numerical Methods for Statistical Sampling

Explore stochastic algorithms for Bayesian inference, blending molecular dynamics with data analytics. Learn innovative approaches to merge physical laws and data science in engineering applications.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Alan Turing Institute

Geometric Graph-Based Methods for High Dimensional Data

Explore geometric graph-based methods for segmenting large datasets, combining nonlinear PDE image segmentation with linear algebra techniques to solve graph cut optimization problems in various applications.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

The Cherno

To Static or Not to Static? Understanding Static Methods in Programming

Explore the nuances of static keyword usage in programming, understanding its implications and best practices for efficient code design and organization.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Ruby Central

Control Methods Like a Pro - A Guide to Ruby's Awesomeness

Explore Ruby's metaprogramming capabilities, focusing on method manipulation, from basics to advanced techniques. Learn to leverage method objects for enhanced code flexibility and power.

• YouTube
• 29 minutes
• On-Demand
• Conference Talk

Rust

Default Methods in Rust

Explore default methods in Rust, enhancing code reusability and flexibility in trait implementations. Learn how to leverage this powerful feature for more efficient programming.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Methods to Achieve High SLOs on a Large Scale Kubernetes Cluster

Strategies for maintaining high service level objectives in large-scale Kubernetes clusters, including SLO architecture design, metric collection, problem diagnosis, and automated self-healing systems.

• YouTube
• 39 minutes
• On-Demand
• Conference Talk

Does Anyone Speak Developer? Methods to Discover, Understand and Improve Developer Workflows

Discover effective methods to understand and enhance developer workflows, including screen recordings, open-ended tasks, journey mapping, and post-mortems.

• YouTube
• 16 minutes
• On-Demand
• Free Video

Uncovering Community and Project Insights Through Data-Driven Methods

Explore data-driven methods to assess open source project health using GitHub data. Learn to create dashboards and ML models for deeper insights into software development processes.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Uncovering Community and Project Insights Through Data-Driven Methods

Explore data-driven techniques to gain valuable insights into open source communities and projects, enhancing understanding and decision-making processes.

• YouTube
• 34 minutes
• On-Demand
• Free Video

Different I/O Access Methods for Linux - ScyllaDB's Choice and Rationale

Explore Linux I/O access methods, focusing on AIO/DIO for high-performance databases. Learn tradeoffs in cache control, copying, MMU activity, and I/O scheduling, with insights from ScyllaDB's implementation.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Paul G. Allen School

Computational Methods for Human Networks and High-Stakes Decisions

Computational methods for analyzing human networks and their impact on high-stakes decisions, focusing on COVID-19 pandemic response, political polarization, and supply chain resilience.

• YouTube
• 58 minutes
• On-Demand
• Free Video

Paul G. Allen School

Advancing Weather and Climate Prediction with Data-Driven Methods

Exploring machine learning's transformative role in weather and climate prediction, enhancing forecast accuracy, facilitating scientific discovery, and revolutionizing atmospheric science methodologies.

• YouTube
• 57 minutes
• On-Demand
• Free Video