Alan Turing Institute Courses

Iterative Stochastic Numerical Methods for Statistical Sampling

Explore stochastic algorithms for Bayesian inference, blending molecular dynamics with data analytics. Learn innovative approaches to merge physical laws and data science in engineering applications.

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

Centrally Banked Cryptocurrencies

Explore centrally banked cryptocurrencies, their advantages over decentralized systems, and potential solutions to Bitcoin's issues through innovative blockchain structures and consensus mechanisms.

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

Mathematical Representations and Models - Professor Jared Tanner, Oxford University

Explore mathematical models for high-dimensional data analysis with Oxford's Prof. Tanner. Learn about Fourier series, localisation, coherence, and advanced techniques for efficient information extraction and processing.

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

Statistical Methodology and Theory - Professor Richard Samworth, Cambridge

Explore high-dimensional and nonparametric statistical inference with Prof. Samworth. Learn techniques for handling Big Data challenges, including random projections and subsampling for variable selection.

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

Why Start a Startup? - Matt Clifford, Entrepreneur First

Explore the journey of turning personal potential into a thriving tech startup with insights on building world-class technology companies and solving hard problems using cutting-edge innovations.

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

Introduction to Machine Learning - Professor Zoubin Ghahramani, Cambridge University

Comprehensive overview of machine learning fundamentals by renowned expert, covering statistical approaches, Bayesian methods, deep learning, and automated data analysis techniques.

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

Social Network Analysis - Considerations for Data Collection and Analysis

Explore social network analysis techniques, data collection methods, and analytical approaches. Learn about key concepts like weak ties, homophily, and community detection to enhance your understanding of network structures.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Structured Dynamic Graphical Models & Scaling Multivariate Time Series

Explore advanced Bayesian methods for multivariate time series forecasting, focusing on scalability and model complexity. Learn about dynamic dependency networks and graphical dynamic linear models with real-world applications.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Geometric Graph-Based Methods for High Dimensional Data

Explore geometric graph-based methods for segmenting large datasets, combining nonlinear PDE image segmentation with linear algebra techniques to solve graph cut optimization problems in various applications.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Probabilistic Numerical Computation - A New Concept?

Explore probabilistic numerics, a new field combining mathematics, statistics, and computer science to quantify uncertainty in numerical methods for complex data analysis and modeling.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Safeguarding Users’ Sensitive Data in the Cloud and the Browser

Explore techniques for protecting sensitive data in cloud and browser environments, focusing on least privilege principle and preventing information leakage even during successful attacks.

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

Reasoning with Big Code

Explore challenges and solutions for managing large, evolving codebases undergoing rapid concurrent modification. Learn about recent developments in computer science for effective code reasoning.

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

Learning Real-World Probabilistic Models with Approximate Message Passing

Explore probabilistic modeling for big data using factor graphs and message passing. Learn how Amazon tackles real-world problems with advanced statistical techniques in the era of structured data.

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

Systems Challenges in Graph Analytics

Explore challenges in building scalable graph analytics systems, focusing on algorithm behavior, resource allocation, and efficient hardware utilization for large-scale data processing.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Unveiling the Mysteries in Spatial Gene Expression

Explore cutting-edge statistical methods for analyzing spatial gene expression data, uncovering cellular mysteries and advancing computational biology with Professor Bin Yu.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video