Data, AI, Simulation & Analytics
78 online programmes, designed with industry and taught by practising engineers.
Diploma in 1D/3D Coupling and Co-Sim Orchestration
Online postgraduate diploma of 800 hours in 1D/3D coupling and co-simulation orchestration: 8 modules covering co-simulation and multi-domain modelling, Modelica and 1D modelling, the FMI and…
Diploma in Anomaly and Attack Detection in Graphs
Online postgraduate diploma of 800 hours in anomaly and attack detection on graphs, with 8 modules covering anomalous behaviour in graphs, classical and deep learning detection…
Diploma in Applied Causal Inference (DAGs, IV, DID)
Online postgraduate diploma of 800 hours in applied causal inference (DAGs, IV, DID). 8 modules covering potential outcomes, directed acyclic graphs, confounder adjustment and double machine…
Diploma in Catalog and Operation of Data Products
Online postgraduate diploma of 800 hours in data product catalogues and operations, with 8 modules covering data products and catalogues, catalogue platforms, lineage and semantics, quality…
Diploma in Classical and Deep RL for Dynamic Systems
Online postgraduate diploma of 800 hours in classical and deep reinforcement learning for dynamic systems. 8 modules covering Markov decision processes, tabular methods, function approximation, value-based…
Diploma in Conformity Assessment and AI Audits
Online postgraduate diploma of 800 hours in conformity assessment and AI audits: 8 modules covering conformity assessment, management system audits, technical model audits, bias and fairness,…
Diploma in Data Contracts, Auditing and Lineage
Online postgraduate diploma of 800 hours in data contracts, auditing and lineage. 8 modules covering producer-consumer trust, contract design and automated enforcement, data lineage, data auditing,…
Diploma in Dataset Generation and Realism Metrics
Online postgraduate diploma of 800 hours in dataset generation and realism metrics. 8 modules covering the dataset life cycle, capture and annotation, synthetic data generation, realism…
Diploma in Demand Models and Control Strategies
Online postgraduate diploma of 800 hours in demand models and control strategies: 8 modules covering mobility demand, discrete choice models, activity-based models, short-term demand forecasting, traffic…
Diploma in Design and Operation of Industrial A/B Experiments
Online postgraduate diploma of 800 hours in the design and operation of industrial A/B experiments. 8 modules covering controlled experimentation, power and sample size, switchback and…
Diploma in Differential Privacy and Applied Crypto
Online postgraduate diploma of 800 hours in differential privacy and applied cryptography, with 8 modules covering re-identification risk, differential privacy, private machine learning, cryptographic foundations, homomorphic…
Diploma in Discrete Simulation and Operational What-If
Online postgraduate diploma of 800 hours in discrete-event simulation and operational what-if analysis: 8 modules covering discrete-event simulation, model building, verification and validation, output analysis, what-if…
Diploma in Drift Monitoring and Model Health
Online postgraduate diploma of 800 hours in drift monitoring and model health. 8 modules covering model degradation, statistical and sequential drift detection, label-free performance estimation, drift…
Diploma in Electrical Asset Twins and DERMs
Online postgraduate diploma of 800 hours in electrical asset digital twins and DERMS: 8 modules covering grid assets, asset modelling with CIM (IEC 61970/61968), asset digital…
Diploma in Evaluation, Security and Observability in NLP
Online postgraduate diploma of 800 hours in evaluation, security and observability in NLP, structured in 8 modules covering language model evaluation, quality and bias, NLP application…
Diploma in Experiment Management and Model-Real Correlation
Online postgraduate diploma of 800 hours in experiment management and model-to-reality correlation: 8 modules covering the engineering experimentation cycle, design of experiments, acquisition and instrumentation, experimental…
Diploma in FL Horizontal/Vertical and Orchestration
Online postgraduate diploma of 800 hours in horizontal/vertical federated learning and orchestration: 8 modules covering federated learning under IEEE 3652.1, horizontal FL, vertical FL, orchestration and…
Diploma in Flow and Capacity Optimization with DT
Online postgraduate diploma of 800 hours in flow and capacity optimisation with digital twins: 8 modules covering flows and capacity in operations, digital twins for optimisation…
Diploma in Geo-Temporal Predictive Models
Online postgraduate diploma of 800 hours in geo-temporal predictive models. 8 modules covering spatial and temporal dependence, classical statistical models, geospatial machine learning, spatio-temporal deep learning,…
Diploma in Geospatial Infrastructure and Mapping Services
Online postgraduate diploma of 800 hours in geospatial infrastructure and map services. 8 modules covering spatial data infrastructures, spatial databases, classic OGC services, OGC API and…
Diploma in GNNs for Flows, Energy and Traffic
Online postgraduate diploma of 800 hours in GNNs for flows, energy and traffic, with 8 modules covering physical flow network graphs, core GNN architectures, spatio-temporal traffic…
Diploma in Governance, Quality and Operational Data Catalog
Online postgraduate diploma of 800 hours in operational data governance, quality and cataloguing. 8 modules covering ISO 8000-61, ISO/IEC 25012:2008 and ISO/IEC 38505-1, with OpenMetadata, DataHub,…
Diploma in Graph Analytics Pipeline Production
Online postgraduate diploma of 800 hours in production graph analytics pipelines, with 8 modules covering graph platform architecture, ingestion and graph construction, graph analytics algorithms, orchestration…
Diploma in IL/DAgger and Mixing with Real-Time MPC
Online postgraduate diploma of 800 hours in IL/DAgger and blending with real-time MPC: 8 modules covering imitation learning, DAgger and interactive variants, model predictive control, real-time…