Open Data Science Courses

Impact of Data Science on Social Media Data - Jyotika Singh

4 reviews

Explore how data science transforms social media data, revealing insights to optimize profits for high-revenue properties. Learn about AI model building, applications, failures, bias, and solutions.

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

Artificial Intelligence Safety and Security - Roman V. Yampolskiy, PhD

2 reviews

Explore AI's impact on cybersecurity, its potential risks and benefits, and strategies for ensuring AI safety and ethical development in this thought-provoking talk by Dr. Yampolskiy.

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

Vision Transformer and Its Applications

1 review

Explore vision transformers' architecture, self-attention in computer vision, and applications in recognition, segmentation, and multi-modal learning. Discover their potential for general-purpose model architectures.

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

Riding the Tailwind of NLP Explosion

Explore NLP's evolution, from prehistoric to modern era, and learn practical applications, challenges, and strategies for leveraging transformers and open-source tools in data science projects.

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