Snorkel AI Courses

How Grammarly Masters Communication Challenges with AI

Explore how human-in-the-loop AI empowers communication assistance, overcoming complex challenges in our remote-first reality for clearer, more effective writing.

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

How Humans and AI Collaborate at JPMorgan Chase

Explore human-in-the-loop machine learning applications at JPMorgan Chase, focusing on practical datasets and methodologies in computer vision and natural language processing.

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

Democratizing Machine Learning: MLCommons' Role in Public Datasets and Benchmarks

Explore MLCommons' mission to transform machine learning through benchmarks, best practices, and data. Learn about public datasets' importance and the organization's tools for dataset creation.

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

Responsible Data-Centric AI for Healthcare and Medicine

Explore responsible data-centric AI in healthcare with Stanford expert James Zou. Learn about ML algorithms for biomedical applications, deployment challenges, and data evaluation techniques.

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

Why Fixing Your Data Can Fix Your Model in Machine Learning

Explore how addressing data issues can improve machine learning models, focusing on cost-effective solutions and identifying crucial data problems to optimize resources.

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

Why Detecting Distributional Shift is So Hard and So Important

Explore challenges and opportunities in detecting data distributional shift, a crucial aspect of AI robustness and reliability in real-world applications.

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

Data Selection for Data-Centric AI: Quality over Quantity

Learn strategies for effective data selection in AI, focusing on quality over quantity to enhance model performance and efficiency.

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

Extracting Insights From Climate Change Research with NLP

Leverage NLP to rapidly analyze vast climate change literature, extracting key trends and insights. Scale labeling process for 600,000 research articles using Snorkel AI, enabling efficient data-driven climate risk assessment.

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

What Landing AI Learned Through Democratizing AI

Explore Landing AI's journey in democratizing AI, focusing on manufacturing challenges, data-centric techniques, and the evolution of Landing Lens for faster iteration and improved performance.

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

Why AI Needs New Data Benchmarks and Quality Metrics

Explore DataPerf, a benchmark suite for evaluating ML data quality and optimization algorithms. Learn about the need for data-centric AI benchmarks to advance research and improve real-world applications.

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

The Art of Building AI Systems - Rapid Training Data Creation

Learn techniques for rapidly creating annotated training data to build accurate and robust AI systems using clinical reports.

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

KeyBank's Innovative Approach to Recommender Systems in Financial Services

Explore KeyBank's innovative recommender systems for enhancing banker productivity. Learn about challenges, opportunities, and data-centric approaches in financial sector implementation.

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

Can Data-Centric AI Help Us Develop Better Drugs?

Explore how machine learning and high-quality data can revolutionize drug development, predicting outcomes and designing safer, more effective therapies faster and at lower costs.

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

Data-Centric AI Approach in Pharmaceutical Industry - AstraZeneca Case Study

Explore data-centric AI in pharma: personalized doctor education, patient treatment optimization, and real-world data utilization for predictive modeling at AstraZeneca.

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

How Cleanlab Uses AI to Correct Errors in Any Dataset

Discover AI-powered tools for cleansing datasets, enhancing model training accuracy. Explore Cleanlab's innovative approach to data-centric AI and its practical applications.

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