Alan Turing Institute Courses

AIUK 2022 Workshop - Equadratures: The Open Source Model Development Platform

Explore Equadratures, an open-source platform for model development. Learn about polynomials, variable projection, and applications in this interactive workshop from the Alan Turing Institute.

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

The Turing Way- Investing in Human Infrastructure

Explore collaborative research practices, career pathways, and tools in data science through The Turing Way project. Learn about open science, reproducibility, and community-driven knowledge sharing.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

AIUK 2022 Workshop - Raphtory: Real-Time Graph Analytics

Explore real-time graph analytics with Raphtory, covering social networks, time-based graphs, and advanced features like historical properties and query languages.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Scoring Systems - At the Extreme of Interpretable Machine Learning - Cynthia Rudin - Duke University

Explore interpretable machine learning for high-stakes decisions. Learn about optimal scoring systems, their applications in healthcare and criminal justice, and the importance of transparency in AI models.

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

Model Based Deep Learning - Applications to Imaging and Communications - Yonina Eldar

Explore model-based deep learning for imaging and communications, merging parametric models with optimization tools for efficient, interpretable networks applicable to various real-world problems.

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

Recent Progress in Predictive Inference - Emmanuel Candes, Stanford University

Emmanuel Candes discusses novel calibration techniques for machine learning predictions, addressing issues like false discovery rate control and adaptive conformal inference to handle distribution shifts.

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

Human-Compatible Artificial Intelligence - Stuart Russell, University of California

Stuart Russell explores the potential and risks of AI surpassing human capabilities, proposing a fundamental shift in AI development to ensure beneficial outcomes and addressing key ethical and philosophical questions.

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

Preserving Patient Safety as AI Transforms Clinical Care - Curt Langlotz, Stanford University

Explore AI's impact on healthcare, focusing on patient safety, data privacy, and interpretability. Learn about new machine learning methods supporting caregivers and enhancing clinical decision-making.

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

Deep Learning for Scientific Computing - Two Stories on the Gap Between Theory & Practice - Ben Adcock

Explores deep learning in scientific computing, highlighting limitations and recent theoretical advancements in high-dimensional function approximation and inverse problems for imaging, aiming to bridge the gap between theory and practice.

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

Safety and Robustness for Deep Learning with Provable Guarantees - Marta Kwiatkowska - Oxford

Explore techniques for ensuring safety and robustness in deep learning systems, focusing on automated certification methods, Bayesian learning, and causality in critical applications.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

MOSIP Research Platform - Integrating Anomaly Detection Prototypes into Centralized ID Systems

Explore novel anomaly detection methods for digital identity systems using autoencoders, with a focus on fraud prevention during registration in MOSIP architecture.

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

The Rise of Model-Based Data and Its Implications for Social Science and Policy

Exploring the shift towards model-based data in social sciences, its impact on urban planning, and implications for policy-making and research methodologies in the era of AI and big data.

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

A Public Dialogue on Location Data Ethics

Explore ethical considerations of location data use through expert panel discussions on public awareness, data security, governance, and consent in this insightful webinar.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Towards Creating Time Sensitive Sensors from User-Generated Language and Heterogeneous Content

Exploring the creation of time-sensitive sensors using user-generated language and diverse content to advance natural language processing and its real-world applications.

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

Probabilistic Methods for Increased Robustness in Machine Learning

Explore probabilistic methods to enhance machine learning robustness, focusing on latent variables, molecular design, and optimization techniques for improved AI performance and reliability.

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