Alan Turing Institute Courses

On the Unreasonable Effectiveness of Compressive Imaging - Ben Adcock, Simon Fraser University

Explores compressive imaging's effectiveness, discussing compressed sensing theory, optimal sampling strategies, and practical applications in data science and imaging technology.

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

The Mother of All Representer Theorems for Inverse Problems and Machine Learning - Michael Unser

Explore the mathematical foundations of inverse problems and machine learning, focusing on representer theorems, Banach spaces, and kernel methods for advanced data science applications.

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

Clustering and Classification From the Core to the Edge - Thomas Strohmer, California University

Explore unsupervised learning, spectral clustering, and edge AI through diffusion maps, graph cuts, and compressive techniques. Gain insights into data shape, community detection, and on-device machine learning challenges.

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

From Shallow to Deep Learning for Inverse Imaging Problems - Carola-Bibiane Schönlieb, Cambridge

Explore deep learning for inverse imaging problems, covering regularization techniques, neural networks, and optimization strategies for improved image reconstruction and analysis.

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

Approximation with Deep Networks - Remi Gribonval, Inria

Explore deep network approximation, focusing on expressivity, universal properties, sparse networks, and the impact of network architecture and activation functions on performance.

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

Affine Spline Insights into Deep Learning - Richard Baraniuk, Rice University

Explore deep learning through affine splines, understanding neural networks as matched filterbanks and partition-based signal distances. Gain insights into data augmentation and future research directions.

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

Policy Priority Inference for Sustainable Development, Omar Guerrero

Explore policy prioritization for sustainable development using agent-based modeling. Learn about Policy Priority Inference methodology and its applications in economic policies, governance reforms, and SDG implementation.

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

Social Justice in an Age of Datafication - Lina Dencik

Explore the impact of data-driven decision-making on social justice, examining how algorithmic processes affect individuals and society, and proposing a 'data justice' framework to address emerging challenges.

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

Sharing Your Healthcare Data Safely - SafeData

Workshop on safely sharing healthcare data for research, exploring safeguards to protect patient privacy while unlocking valuable medical information for public benefit.

• YouTube
• 1 hour 29 minutes
• On-Demand
• Free Video

Learning How to Learn Efficiently - Nando de Freitas, DeepMind

Explore efficient learning techniques for neural networks to solve multiple tasks with limited data, focusing on developing adaptable "prior" networks for rapid task-specific learning.

• YouTube
• 1 hour 45 minutes
• On-Demand
• Free Video

Turing Lecture - Open Source Influences on Technology Innovation - Allison Randal

Exploring open source's evolution from practical benefits to industry-wide adoption, and its potential for driving innovation through collaborative efforts and shared resources.

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

Insights from Predictive Policing - Tobias Brandt, Rotterdam School of Management

Explore data-driven decision-support in policing, examining the complex relationship between prediction quality and decision outcomes. Learn about end-to-end frameworks for model selection in smart city operations.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Geospatial Standards for Data Science - Dr. Gobe Hobona, OGC

Explore geospatial data standards for efficient sharing across sectors. Learn about OGC's role in developing interface standards and their impact on data science and defense applications.

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

The Defence Context - Geospatial Standards for Data Science

Explore geospatial standards in data science for defense, covering interoperability, machine learning, and emerging technologies to enhance information sharing and decision-making.

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

Making the Most of ‘Omics Data - Manuel Mayr, King’s College London

Exploring innovative 'omics data analysis for cardiovascular research, focusing on proteomics, lipidomics, and their applications in disease prediction and understanding atherosclerosis progression.

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