Alan Turing Institute Courses

The Data Centre of the Future - Marie-Christine Sawley, Intel Exascale Laboratory

Explore the future of data centers with Marie-Christine Sawley, focusing on digital fusion, data analytics, and collaborative research in neuroscience and artificial intelligence.

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

Causal Inference in Observational Studies - Emma McCoy, Imperial College London

Explore causal inference in observational studies with Prof. Emma McCoy. Learn about robust estimation of treatment effects, time-series methodology, and applications in transport settings.

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

Sustainable Development Goals - Heather Savory - Data Capability, UK

Explore sustainable development goals with Heather Savory, focusing on data capability and its role in achieving global objectives. Gain insights from an experienced leader in technology and government.

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

Computational Semantics Evaluation - The Origins of Senseval and Evolution of SemEval

Explore the evolution of computational semantics evaluation, from Senseval's origins in word sense disambiguation to SemEval's diverse tasks. Learn about key challenges, benefits, and future considerations in semantic analysis.

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

Regularization for Optimal Transport and Dynamic Time Warping Distances - Marco Cuturi

Explore regularization techniques for optimal transport and dynamic time warping distances, focusing on smoothing strategies to enhance machine learning applications and Fréchet mean computation.

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

On the Propagation of Uncertainty in Network Summaries - Eric Kolaczyk, Boston University

Explore uncertainty propagation in network summaries, focusing on characterization and estimation. Learn about complex networks, noise analysis, and applications in gene coexpression networks.

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

The Automatic Statistician - Professor Zoubin Ghahramani

Explore Bayesian model selection strategies for automated data analysis and report generation, with insights on regression models, Gaussian processes, and computational resource allocation.

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

A Review of Machine Learning Techniques for Anomaly Detection - Dr. David Green

Explore machine learning techniques for anomaly detection, covering traditional methods, deep neural networks, and practical applications in various domains.

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

Beyond Tech - Machine Learning in Science & Policy - Professor David Dunson, Duke

Exploring machine learning applications beyond tech, highlighting challenges in science and policy. Discusses fair algorithms, interpretable models, and the need for targeted methods in complex domains.

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

Privacy-Preserving Algorithms for Decentralised Collaborative Learning - Dr Aurélien Bellet

Explore privacy-preserving algorithms for decentralized collaborative learning, focusing on large-scale machine learning, distributed methods, and privacy protection in connected device data analysis.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Jane Hillston - Moment Analysis, Model Reduction and London Bike Sharing

Explore moment analysis and model reduction techniques for complex systems, with applications to London's bike-sharing system. Learn about PCTMCs, moment equations, and directed contribution graphs.

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

Neural Networks as Interacting Particle Systems

Explore neural networks as interacting particle systems, examining their mathematical foundations and applications in complex systems modeling across various scientific disciplines.

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

Models That Minimize the Rate of Information Loss

Explore data-driven modeling of complex systems, combining statistical inference, computation, and physical laws. Learn techniques for collective dynamics, molecular modeling, cell biology, and fluid dynamics.

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

Universality Classes for 1+1 Dimensional Systems

Explore universality classes in 1+1 dimensional systems, focusing on weak universality conjecture, graphical construction, and links to Brownian web. Gain insights into complex systems modeling.

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

Detecting Semantic Shift in Large Corpora by Exploiting Temporal Random Indexing

Explore semantic shift in large corpora using Temporal Random Indexing. Learn to analyze word meaning evolution over time and see applications in Italian and UK internet archive corpus analysis.

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