Open Data Science Courses

Bias in the Vision and Language of Artificial Intelligence

Explore bias in AI vision and language with Margaret Mitchell, focusing on ethical concerns, societal impacts, and strategies for developing more inclusive and fair artificial intelligence systems.

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

Creating a Systems Change Approach for Data Science AI Solutions

Explore a systems change approach for data science and AI solutions with Jake Porway, focusing on the Data for Good movement and leveraging technology for social impact.

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

Smart Technologies in Enhancing Browsing Experiences - Zona Kostic

Explore smart technologies enhancing browsing experiences through data visualization, interactive visualization, VR/AR, and visual analytics. Learn about human-machine communication and complex visualization techniques.

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

Humans & AI in Financial Services - The Future - Samik Chandarana - ODSC Europe 2019

Explore the future of AI in finance with Samik Chandarana's keynote, covering data-driven decisions, deep neural nets, and AI applications in trading, payments, and natural language processing.

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

Machine Learning for Continuous Integration - Andrea Frittoli & Kyra Wulffert - ODSC Europe 2019

Explore machine learning techniques for analyzing CI/CD pipeline data, extracting insights, and automating failure identification using open-source tools like TensorFlow and Pandas with real-life OpenStack community data.

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

Price Optimisation - From Exploration to Productionising - David Adey, PhD & Alexey Drozdetskiy, PhD

Explore dynamic price optimization using machine learning, from data analysis to cloud deployment. Learn about feature encoding, model selection, efficiency improvements, and practical implementation strategies for revenue growth.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Making Robust Business Decisions with Sparse Data - Sarah Jarvis, PhD | ODSC Europe 2019

Explore data-efficient solutions for supply chain management, focusing on forecasting with limited data and making robust decisions in complex, dynamic systems.

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

The Machine in Sheep’s Clothing - Trust and Transparency in ML - ODSC East 2019

Explore trust and transparency in machine learning with insights on ethical AI development, open-source solutions, and IBM's approach to responsible AI implementation.

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

Scaling AI Applications with Ray - Richard Liaw & Eric Liang | ODSC East 2019

Explore Ray, a distributed execution engine for AI workloads. Learn about Tune for hyperparameter optimization and RLib for reinforcement learning, with insights on scalability and practical applications.

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

Tools for High Performance Python - Ian Ozsvald - ODSC Europe 2019

Discover techniques for optimizing Python performance, including efficient Pandas operations, Numba compilation, and Dask parallelization. Learn to identify bottlenecks and implement solutions for faster data processing and analysis.

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

Explainable AI - Methods, Applications & Recent Developments

Explore Explainable AI methods, applications, and developments with Dr. Samek. Learn about Layer-wise Relevance Propagation for various data types and neural architectures, and discuss challenges in the field.

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

Probabilistic Deep Learning in TensorFlow - The Why and How - ODSC Europe 2019

Explore probabilistic deep learning in TensorFlow, focusing on Bayesian techniques, uncertainty modeling, and practical applications using TensorFlow Probability for more robust and interpretable neural networks.

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

Data Visualization - From Square One to Interactivity

Learn to create effective data visualizations using Python libraries Matplotlib and Bokeh. Explore design principles, reduce clutter, and add interactivity to communicate insights clearly and compellingly.

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

Michael I. Jordan on the Future of AI and Machine Learning - ODSC West 2019

Renowned AI expert Michael Jordan discusses the future of machine learning, exploring potential billion-dollar industries and addressing key challenges in the field of data science and AI.

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

Mapping Geographic Data in R - Joy Payton

Learn to create publication-quality maps using R, combining public data sources to uncover interesting patterns. Covers geojson, shapefiles, Census data, geocoding, and data visualization principles.

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