Open Data Science Courses

Meaning Representation for Natural Language Understanding - Mariana Romanyshyn - ODSC Europe 2019

Explore abstract meaning representation in NLP, its algorithms, and applications. Learn about AMR graphs and their potential to enhance question answering, summarization, and text simplification.

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

Accelerating AI-Driven Innovation in Your Enterprise - ODSC West 2019

Aprenda práticas para desenvolver aplicações de Machine Learning que impactam KPIs de negócios, desde prototipagem rápida até experimentação contínua para melhorar a experiência do cliente.

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

Recent Advances in Machine Learning with Applications to Internet of Things - Adam McElhinney

Explore machine learning advancements in IoT, covering failure prediction, data challenges, and real-world applications. Learn about deep learning, transfer learning, and future opportunities in this rapidly evolving field.

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

How LinkedIn Navigates Streams Infrastructure Using Cruise Control - Adem Efe Gencer, PhD

Explore LinkedIn's Cruise Control for managing large-scale Kafka clusters, including architecture, operational challenges, and real-world demonstrations of dynamic load balancing and anomaly detection.

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

Generative Adversarial Networks for Image Synthesis and Translation - Dr. Jan Kautz

Explore recent GAN advancements for image synthesis and translation, including conditional GANs, supervised vs unsupervised methods, and multimodal approaches. Learn to design, modify, and understand GAN architectures.

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

What to Expect When You Are Putting AI in Production - Dr. David Talby

Real-world case studies on AI failures in production, covering concept drift, A/B testing pitfalls, and systems that learn in production. Best practices for executives and technical leaders to ensure success.

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

Elementary Worldly Data Science - Josh Wills

Exploring data science's impact, challenges, and future through diverse perspectives, emphasizing humility and complexity in decision-making and model understanding.

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

Data Science for Risk Mitigation in a Global Economy - ODSC East 2019

Data science strategies for global risk mitigation: standardized frameworks, scaling solutions, market size management, model monitoring, cloud variability, agility, and cross-geographic data governance.

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

Building an Automation First Data Science Team - Dr. Greg Michaelson

Explore strategies for building an effective data science team that leverages automation, balancing skilled professionals and citizen data scientists for successful AI implementation.

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

Data Science for Health and Wellness - Dr. Robert Haslinger

Explore data science's role in health and wellness, covering physiological data analysis, user experience, AI applications, and ethical considerations in leveraging biometric information.

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

A Tool for Data Scientists, Decision Makers, and Journalists to Assess Fairness in ML Models

Explore a tool for assessing fairness in ML models, focusing on recourse in classification decisions. Learn to audit models and empower individuals affected by automated decisions.

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

Data Efficiency Through Transfer Learning - Eddie Du

Explore data-efficient transfer learning techniques to overcome limited training data, including instance-based approaches and differentially private aggregation for enhanced model performance and privacy preservation.

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

Natural Language Processing - Deciphering the Message Within the Message Stock Selection

Explore NLP techniques for stock selection using earnings call transcripts, focusing on sentiment and behavioral signals that have shown historical effectiveness in the U.S. market.

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

RAPIDS - The Platform Inside and Outside - Joshua Patterson - ODSC East 2019

Accelerating data science with GPUs using RAPIDS: open-source libraries for GPU-powered data manipulation, machine learning, and graph analytics, scaling across multiple GPUs and integrating with existing Python ecosystems.

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

Leading Data Science Teams - A Framework to Help Guide Data Science Project Managers - Jeffrey Saltz

A framework for data science project managers covering team formation, analytical solution processes, and risk management. Focuses on effective project execution rather than specific algorithms.

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