Data-Centric AI Courses and Certifications

Pinecone

Preparing Data for LLMs and Generative AI Workflows

Explores how data preparation and vector representations support LLM and generative AI workflows.

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

MLOps.community

Solving the Last Mile Problem of Foundation Models with Data-Centric AI

Explore data-centric AI techniques to enhance foundation models' accuracy for complex, high-value use cases. Learn to overcome hallucinations, biases, and misclassifications in real-world AI applications.

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

Snorkel AI

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
• Self-Paced
• Free Video

Snorkel AI

Data-Centric Development is Key to Production-Level AI

Explore data-centric AI development approaches for adapting foundation models to complex use cases, focusing on techniques for pre-training, instruction-tuning, and task-specific fine-tuning.

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

Snorkel AI

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
• Self-Paced
• Free Video

Snorkel AI

Data-Centric AI in Comcast's Voice and Conversational Interfaces

Explore Comcast's data-centric approach to AI voice and conversational interfaces, powering innovative technology solutions.

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

MLOps World: Machine Learning in Production

Operationalizing Data-Centric AI - Practical Tools to Quickly Improve ML Datasets

Discover practical tools and algorithmic strategies to automatically identify and address dataset issues, improving ML model performance across various data types.

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

MLOps World: Machine Learning in Production

Deploying Efficient Data-Centric AI 100x Faster

Accelerate AI application development and deployment 100x using dedicated platforms, data labeling, pre-built models, and iterative design. Explore region classification and deep-trained object detection approaches.

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

MLOps World: Machine Learning in Production

Deploying Efficient Data-Centric AI 100x Faster

Accelerate AI application development and deployment 100x using dedicated platforms, data labeling, pre-built models, and AI-automation. Explore region classification and deep-trained object detection approaches.

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

Open Data Science

Scaling Data Preparation for Your Data-Centric AI Development

Learn how DataOps pipelines automate machine-learning data preparation through versioning, labeling, validation, and immutable lineage.

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

Intel

Data-Centric AI: A Data First Approach to AI (Registration is now open) (Batch period: May 19th - July 1st 2025)

The two pillars of AI are code and data. In Data-Centric AI, students will primarily focus on the data aspect of AI by learning how to work with data (statistical, text, and visual) and how continuous

• SWAYAM Plus
• 64 hours
• Self-Paced
• Free Certificate

Gen AI Dev- Implement data validation & processing pipelines

Build data validation and processing pipelines for foundation models using data quality management, inference formatting, data enhancement, and multimodal processing.

• Coursera
• 2 hours
• Self-Paced
• Paid Course

EDGE AI FOUNDATION

Using Generative Models to Improve Generative Models - Data-Centric Efficient AI

Discover how combining multiple generative models can create sophisticated data, enhance AI capabilities, and address data scarcity challenges in edge AI applications through strategic model integration.

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

Design Considerations for Data-Centric, Cloud-Native AI Applications

Explore critical architectural decisions for production-ready, cloud-native AI systems including data consolidation, elastic scaling, security, and RAG patterns with DocumentDB.

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

AI Data Strategy with MongoDB

AI leadership goes beyond model selection: build a scalable data strategy on MongoDB as one unified platform, replacing niche tools to speed secure AI application delivery.

• MongoDB University
• 1 hour
• Self-Paced
• Free Certificate