Data Science Festival Courses

An Introduction to Forecasting Using Orbit

Explore Orbit, a probabilistic forecasting tool developed by Uber, and learn its application in demand forecasting for technical support teams through a practical case study.

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

Efficient Labelling of Large Datasets for NLP Tasks

Explore methods for automating the labelling of large NLP datasets, from traditional Support Vector Machines to cutting-edge few and zero-shot learning techniques.

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

Advanced Causal Inference Made Simple

Explore automated causal inference techniques using auto-causality package. Learn to analyze A/B test results, measure impacts, and identify customer responses to different options.

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

Climate Panel: Can Tech Save the World? - Lightning Talks on Climate Data and Action

Explore innovative approaches to leveraging climate data for effective action. Learn about improving data access, treating environmental data as a public good, civic monitoring challenges, and accelerating building decarbonization through actionable insi…

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

From Zero to Data Hero - Take Raw Data to Curated Data in Under 90 Minutes

Discover how to efficiently manage, process, and clean data using low-code tools. Learn to connect Apache Spark, Databricks, and TimeXtender for rapid data curation and confident decision-making.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Propensity Measurement Using Positive-Unlabelled Bagging

Explore semi-supervised binary classification with Positive-Unlabelled learning for propensity measurement using PU bagging techniques.

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

Forecasting Online Demand for Labour Planning

Learn to forecast online sales demand using data science for accurate resource planning in fulfilment centres, reducing costs and improving delivery times.

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

Causality in a Post-Cookie World

Explore causal learning for data-driven marketing decisions in an era of privacy protection and unpredictable market conditions.

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

Needles and Haystacks - Machine Learning with Imbalanced Datasets

Explore strategies for training machine learning models on imbalanced datasets, including synthetic data generation, algorithm selection, and sampling techniques. Gain practical insights for tackling rare instance identification challenges.

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

Identification of Customer Behavioral Attributes through Topic Modelling

Explore customer behavior analysis using topic modeling on retail basket data. Learn to identify shopping patterns and tag customers based on their purchasing habits.

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

The Subtle Art of Fixing Silently Failing ML Models

Discover techniques to identify, assess, and proactively fix silent ML model failures. Learn to build reliable, compliant solutions resistant to performance degradation using AI Observability tools.

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

Causal Data Science in Retail - Understanding Supply Chain and Customer Behavior

Explore causal inference and Bayesian techniques in retail, focusing on supply chain, customer behavior, and promotion effects at M&S. Learn to answer "why" and "what-if" questions using machine learning.

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

CRM Platform Migration - Data Engineering Journey and Value Unlocked

Explore the data engineering journey of CRM platform migration, focusing on personalization, cross-channel messaging, and offer optimization to enhance customer engagement and product development.

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

Customer Analytics: Hands-on Workshop with TIBCO Spotfire and Python

Develop customer analytics applications using Python and TIBCO Spotfire. Learn RFM segmentation, customer lifetime value, and market-basket analysis for actionable consumer insights across industries.

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

Decision Making: Why the Last Mile of Analytics Should Be Your First Priority

Discover why focusing on the last mile of analytics is crucial for improving decision-making and achieving better business outcomes in digital transformation initiatives.

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