Snorkel AI Courses

The Essentials of Evaluating LLM Systems

Master practical techniques for evaluating LLM systems, from defining criteria and selecting evaluators to implementing heuristic models and conducting nuanced assessments for enterprise AI applications.

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

How to Improve LLM Factual Accuracy and Reliability

Explore techniques for improving LLM factual accuracy, including DSP framework and MLflow LLMOps tools, to create reliable AI applications for production use.

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

Tackling Advanced Classification Using Snorkel Flow

Explore advanced classification techniques using Snorkel Flow, addressing challenges in label schema, high cardinality, and multi-label problems while leveraging foundation models for production-ready solutions.

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

How Georgetown Helps Data Scientists and SMEs Collaborate on Machine Learning

Explore Georgetown's approach to enhancing ML project workflows and fostering collaboration between data scientists and subject matter experts using Snorkel.

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

How to Build Powerful Extraction Models with Snorkel Flow

Explore practical workflows for building enterprise information extraction applications using Snorkel Flow, covering annotation, error analysis, and model-guided iteration for powerful sequence tagging models.

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

How Wayfair Uses AI to Build Better E-Commerce Experiences

Explore Wayfair's ML strategies for enhancing e-commerce, from customer understanding to catalog enrichment. Learn about data-centric approaches and SME-DS collaboration for improved product discovery.

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

Harnessing LLMs to Extract Insights from Text Data

Explore how to leverage LLMs for extracting insights from text data in enterprise settings, addressing challenges and incorporating domain knowledge using Snorkel AI's solutions.

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

How Data Transforms As It Moves Through An Enterprise

Explore data's journey across enterprises, unraveling its transformations and impact on decision-making, efficiency, and AI innovation through data-centric workflows.

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

How Insurance Competes in the AI Age

Explore AI's impact on insurance: operational effectiveness, new business models, and partnerships. Learn about data-centric approaches for risk capacity matching and policy ingestion.

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

The Future is Neurosymbolic - Insights on AI and Language Models

Explore AI's future with Yoav Shoham: task-specific models, product-algorithm fit, and the fusion of neural and symbolic approaches in language models and AI applications.

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

Improving Data and Modeling for Computer Vision Applications

Explore advancements in computer vision for data-centric image classification. Learn about visual prompts, parameter-efficient models, and adapting representations for improved performance and efficiency.

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

How Caterpillar Links Data and Expertise to Predict Repairs

Discover how Caterpillar combines domain knowledge and data to predict heavy equipment repairs, enhancing value for the company, dealers, and customers through modern analytics.

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

Retooling AI Training Sets for Improved Model Performance

Explore DataComp, a benchmark for innovating AI training datasets. Learn how improved data curation outperforms model tweaks, enhancing multimodal AI performance with less compute.

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

Generating Synthetic Tabular Data that is Differentially Private

Explore approaches to applying differential privacy in generating synthetic tabular data, including measuring low-dimensional distributions and learning graphical model representations for enhanced data privacy.

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

Weak Supervision and Next-Gen AI-Based Threat Detection

Explore weak supervision for efficient AI-based threat detection in network security, leveraging analyst heuristics to build predictable models and overcome traditional machine learning challenges.

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