Data Science Festival Courses

Introduction to Machine Learning - Clustering - Part 3

Explore clustering in machine learning, focusing on k-means and hierarchical algorithms. Learn to uncover data relationships and apply techniques with practical considerations.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Introduction to Machine Learning: Classification Techniques - Part 2

Explore classification techniques in machine learning, including logistic regression and KNN, with practical insights from industry experts.

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

Introduction to Machine Learning: Regression - Part 1

Explore regression in machine learning: estimate relationships, predict outcomes, and apply algorithms for continuous target variables. Learn evaluation techniques and practical considerations.

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

Introduction to Linear Algebra for Data Science

Explore core linear algebra concepts in data science, from vector representations to matrix factorization, with real-world applications in text similarity, image processing, and content recommendation.

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

Introduction to Graph Databases

Explore graph databases, their comparison to relational databases, and ideal use cases. Learn about property graphs and gain resources for further study in this informative introduction.

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

Introduction to Git and Source Control for Software Development

Learn Git fundamentals for source control in software development, including key concepts and commands demonstrated through practical examples.

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

Introduction to Data Exploration Using Microsoft Excel

Explore data using Excel: Learn importing, cleaning, basic functions, and statistical analyses for valuable insights from a Mars Petcare Data Engineer.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Introduction to Databases - Foundational Concepts and Business Applications

Gain foundational knowledge of databases, their structure, and applications in solving real-world problems. Explore data types, analytics cubes, and structured data formats.

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

Introduction to Data Visualization

Learn effective data visualization techniques to represent insights concisely, choose appropriate charts, and craft compelling data stories for impactful communication.

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

Introduction to Computer Vision with CNNs

Explore computer vision using CNNs and transfer learning. Learn practical steps for CNN training, including activation functions, and discover applications in image quality assessment and feature extraction.

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

Introduction to Causal Inference - Asking Your Data "Why?"

Explore causal relationships in data beyond correlation. Learn to ask "Why?" and unveil insights using simple techniques, avoiding misinterpretation pitfalls like Simpson's Paradox.

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

Introduction to Data Engineering - Best Practices and Production-Level Infrastructure

Learn best practices for scaling data science projects from local to production, covering infrastructure, reliability, and real-world applications in data engineering.

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

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video