Alan Turing Institute Courses

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Breaking the Curse of Dimension in Quantum Mechanical Computations Through Analysis and Probability

Explore quantum mechanical computations, focusing on breaking dimensional constraints through analysis and probability. Learn about density functional theory and recent approaches to tackle existing issues.

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

Harvesting and Making Sense of Mobile and Wearables Data - Challenges and Opportunities

Exploring challenges and opportunities in collecting and analyzing mobile and wearable data for human behavior insights, privacy-preserving techniques, and applications in health and urban computing.

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

Workshop on Probabilistic Numerical Methods - Panel Discussion

Panel discussion exploring probabilistic numerical methods, covering topics like reference priors, robust uncertainty quantification, and Bayesian inversion methods for improved statistical inference and error quantification.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

How Big Data Has Transformed and Is Transforming Geophysics

Exploring geophysical advancements: from analog instruments to digital data collection, satellite technology, and machine learning, revolutionizing Earth and planetary studies.

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

Parsimonious Representations in Data Science - Dr. Armin Eftekhari, University of Edinburgh

Explore geometric structures in data, from linear subspace models to nonlinear approaches, for efficient data analysis and representation in the era of big data.

• YouTube
• 1 hour 53 minutes
• Self-Paced
• Free Video

Time Series Class - Part 1 - Dr Ioannis Papastathopoulos, University of Edinburgh

Learn fundamental concepts and advanced techniques for analyzing time series data, including ARMA models, state-space models, and neural networks for forecasting and inference.

• YouTube
• 1 hour 50 minutes
• Self-Paced
• Free Video

Transparency in Algorithmic Decision-Making - Karen Yeung, Birmingham Law School

Exploring transparency in algorithmic decision-making, focusing on legal, ethical, and social implications of AI and automated systems in light of GDPR implementation and its impact on data protection.

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