Quantitative Methods Courses

Alan Turing Institute

Fairness and Robustness in Machine Learning – A Formal Methods Perspective - Aditya Nori, Microsoft

Explore fairness in machine learning through formal methods. Learn techniques for verifying probabilistic properties and certifying fairness in decision-making programs using FairSquare.

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

Alan Turing Institute

How Digital Data Collection Methods Impact Scientific Inference - Dr. Rebekah Tromble

Explore how digital data collection methods impact scientific inference, focusing on Twitter data analysis, APIs, and logit regression. Learn to navigate challenges in social and cultural research.

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

Alfredo Canziani

Contrastive Methods and Regularised Latent Variable Models

Explore contrastive methods and regularized latent variable models in energy-based models, covering self-supervised learning, autoencoders, sparse coding, and variational techniques for advanced machine learning applications.

• YouTube
• 1 hour 39 minutes
• Self-Paced
• Free Video

RSA Conference

Data Breach or Disclosure - A Quantitative Risk Analysis

Explore quantitative cyber-risk analysis through real-world scenarios, debunking myths and gaining practical tools for data-driven risk management in confidentiality breaches.

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

RSA Conference

Implementing a Quantitative Cyber-Risk Framework - A FinSrv Case Study

Explore TIAA's Cyber-Risk Framework: from granular assessments to business-level reporting. Learn policy, standards, quantification, and project lifecycle engagement for effective cyber risk management.

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

Code With Dary

Must Know Collection Methods in Laravel - How to Use Collections in Laravel

Explore 12 essential Laravel collection methods, enhancing your ability to manipulate and transform data efficiently in PHP applications.

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

Unreal Engine

Understanding Culling Methods - Inside Unreal

Optimize game performance with culling methods in UE4. Learn view frustum and hardware occlusion queries, visibility techniques, and performance monitoring for efficient rendering.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

KDD 2020: Robust Deep Learning Methods for Anomaly Detection

Explore robust deep learning techniques for anomaly detection, focusing on auto-encoders and their applications in video surveillance and image analysis.

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

Association for Computing Machinery (ACM)

Using Logic Programming to Recover C++ Classes and Methods from Compiled Executables

Innovative system for recovering C++ abstractions from executables, enhancing reverse engineering capabilities through logic programming and static analysis techniques.

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

The Cyber Academy

Public Key Encryption and New Methods of Crypto

Explore cutting-edge encryption methods, from RSA to quantum-robust algorithms, and their impact on cybersecurity. Learn about mathematical foundations and emerging technologies in cryptography.

• YouTube
• 35 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

Open Data Science

Explainable AI - Methods, Applications & Recent Developments

Explore Explainable AI methods, applications, and developments with Dr. Samek. Learn about Layer-wise Relevance Propagation for various data types and neural architectures, and discuss challenges in the field.

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

Open Data Science

Fast and Smart - A Paradox in Quantitative Trading

Christina Qi discusses the paradox in quantitative trading between speed and intelligence, exploring technological advancements that address this challenge in low-latency trading environments.

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

Bill Buchanan OBE

Public Key Methods

Learn about public key cryptography, including RSA, ECC, and ElGamal. Explore their workings, applications, and future challenges in the post-quantum era.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video