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#Data-Centric AI

Showing: 45 courses
MLOps World: Machine Learning in Production

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

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Discover practical tools and algorithmic strategies to automatically identify and address dataset issues, improving ML model performance across various data types.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Iterative Development Workflows for Building AI Applications

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Explore iterative development workflows for AI applications using Snorkel framework. Learn guided error analysis, quality improvement techniques, and collaboration with domain experts.
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1 Lesons
40 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Deploying Efficient Data-Centric AI 100x Faster

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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.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Deploying Efficient Data-Centric AI 100x Faster

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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.
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1 Lesons
34 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

It's All About the Data - Continuously Improve ML Models the Data-Centric Way

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Explore data-centric AI practices to enhance ML model performance. Debug input data, analyze datasets, and identify post-deployment issues using open-source whylogs for continuous improvement.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
TEDx

Data-Centric AI - Technological Key of the Future

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Explore the pivotal role of data in shaping AI's future, from Model-Centric vs Data-Centric approaches to insights from Vietnam's first Data-Centric AI Competition. Uncover how data defines the AI landscape beyond code.
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1 Lesons
21 minutes
On-Demand
Free-Video
Snorkel AI

Leveraging Data to Unlock AI's True Potential in Enterprise Projects

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Unlock AI's potential through data development. Learn to fine-tune LLMs for domain-specific tasks, leverage expert knowledge, and accelerate high-quality dataset creation using Snorkel Flow.
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18 Lesons
30 minutes
On-Demand
Free-Video
Snorkel AI

How Data Can Close the Foundation Model Performance Gap

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Explore data-centric development's role in bridging the gap between AI's power and its practical value for companies, focusing on Foundation Models.
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1 Lesons
23 minutes
On-Demand
Free-Video
Snorkel AI

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

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Explore data-centric AI in pharma: personalized doctor education, patient treatment optimization, and real-world data utilization for predictive modeling at AstraZeneca.
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1 Lesons
29 minutes
On-Demand
Free-Video
INSAIT Institute

Building Machine Learning Systems for the Era of Data-Centric AI

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Explore the evolution of ML systems beyond model training, focusing on data quality, trustworthiness, and regulatory compliance through systematic data debugging and cleaning approaches.
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1 Lesons
23 minutes
On-Demand
Free-Video
Snorkel AI

Data as the Programming Interface - The Future of AI Development

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Explore how data-centric approaches revolutionize AI development, focusing on specialized evaluation, fine-grained analysis, and scalable solutions for capturing human feedback in enterprise systems.
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1 Lesons
26 minutes
On-Demand
Free-Video
Open Data Science

Rethinking ML Development - A Data-Centric Approach

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Explore a data-centric approach to ML development, focusing on iteration, quality tools, and problem-solving strategies for more effective AI model creation and implementation.
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11 Lesons
30 minutes
On-Demand
Free-Video
Open Data Science

Operationalizing Organizational Knowledge with Data-Centric AI

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Explore data-centric AI with Alex Ratner: operationalizing knowledge, managing training data, and leveraging foundational models for real-world applications in machine learning and responsible AI.
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7 Lesons
41 minutes
On-Demand
Free-Video
Data Science Dojo

Getting High-Quality Data for Your Computer Vision Models - Building Computer Vision Models

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Explore the importance of high-quality data in computer vision, focusing on data collection, annotation, and bias mitigation. Learn strategies for building representative datasets for AI models.
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11 Lesons
50 minutes
On-Demand
Free-Video
Alan Turing Institute

Explainable Data-Centric AI

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Explore the next generation of AI systems through Data-Centric AI, focusing on data selection, engineering, and curation for robust, fair, and responsible AI with sustainable performance.
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1 Lesons
31 minutes
On-Demand
Free-Video
Snorkel AI

Practical Paths to Data-Centric AI

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Explore data-centric AI with Google experts, covering data quality, feature selection, and large language model deployment. Learn about synthetic data, weak supervision, and data governance.
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1 Lesons
27 minutes
On-Demand
Free-Video
Snorkel AI

The Challenges and Opportunities of Continual Learning in Real-Time Machine Learning

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Explore challenges and opportunities in continual learning, covering stages, training types, key issues, and solutions for feature monitoring and evaluation in machine learning ecosystems.
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18 Lesons
25 minutes
On-Demand
Free-Video
Snorkel AI

How Humans and AI Collaborate at JPMorgan Chase

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Explore human-in-the-loop machine learning applications at JPMorgan Chase, focusing on practical datasets and methodologies in computer vision and natural language processing.
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1 Lesons
29 minutes
On-Demand
Free-Video
Data Council

GenAI and Datacomp: Creating the Largest Public Multimodal Dataset in Academia

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Explore academia's role in GenAI, focusing on large-scale dataset management. Learn about AI-driven data cleaning, data-centric AI, legal challenges, and synthetic dataset potential in this insightful talk.
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1 Lesons
17 minutes
On-Demand
Free-Video
MLOps.community

Monitoring Unstructured Data - Lightning Session

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Explore ML observability for unstructured data with Arize. Learn about embeddings, monitoring challenges, and solutions through expert insights and a product demo.
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16 Lesons
13 minutes
On-Demand
Free-Video
Snorkel AI

How Top Healthcare Companies Boost AI Development with Data-Centric Approaches

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Discover how leading healthcare companies accelerate NLP application development using data-centric AI workflows, reducing development time from months to days.
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10 Lesons
25 minutes
On-Demand
Free-Video
Snorkel AI

How Ford Uses AI to Develop Better AI

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Explore Ford's AI development lifecycle, focusing on data extraction, annotation, and augmentation for training. Learn about iteration's role in enhancing AI systems at Ford Motor Company.
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1 Lesons
29 minutes
On-Demand
Free-Video
Snorkel AI

An Inside Look at NASA's SpaceML Worldview Search

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Explore NASA's SpaceML Worldview Search with insights from Machine Learning Lead Anirudh Koul, covering innovative applications in space exploration and data analysis.
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1 Lesons
25 minutes
On-Demand
Free-Video
Snorkel AI

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

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Explore Comcast's data-centric approach to AI voice and conversational interfaces, powering innovative technology solutions.
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1 Lesons
25 minutes
On-Demand
Free-Video
Snorkel AI

How Cleanlab Uses AI to Correct Errors in Any Dataset

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Discover AI-powered tools for cleansing datasets, enhancing model training accuracy. Explore Cleanlab's innovative approach to data-centric AI and its practical applications.
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14 Lesons
25 minutes
On-Demand
Free-Video
Snorkel AI

Can Data-Centric AI Help Us Develop Better Drugs?

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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.
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1 Lesons
28 minutes
On-Demand
Free-Video
Snorkel AI

Why AI Needs New Data Benchmarks and Quality Metrics

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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.
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1 Lesons
27 minutes
On-Demand
Free-Video
Snorkel AI

What Landing AI Learned Through Democratizing AI

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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.
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1 Lesons
29 minutes
On-Demand
Free-Video
Snorkel AI

Why Detecting Distributional Shift is So Hard and So Important

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Explore challenges and opportunities in detecting data distributional shift, a crucial aspect of AI robustness and reliability in real-world applications.
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1 Lesons
27 minutes
On-Demand
Free-Video
Snorkel AI

Why Fixing Your Data Can Fix Your Model in Machine Learning

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Explore how addressing data issues can improve machine learning models, focusing on cost-effective solutions and identifying crucial data problems to optimize resources.
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1 Lesons
27 minutes
On-Demand
Free-Video
Snorkel AI

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

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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.
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1 Lesons
26 minutes
On-Demand
Free-Video
Snorkel AI

Improving Data and Modeling for Computer Vision Applications

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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.
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1 Lesons
28 minutes
On-Demand
Free-Video
Snorkel AI

How Insurance Competes in the AI Age

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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.
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1 Lesons
26 minutes
On-Demand
Free-Video
Snorkel AI

How Wayfair Uses AI to Build Better E-Commerce Experiences

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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.
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1 Lesons
27 minutes
On-Demand
Free-Video
Data Council

Automatically Fix Data Issues and Label Errors in Most ML Datasets - Cleanlab

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Discover how to automatically detect and fix data issues in machine learning datasets using Cleanlab's open-source framework and no-code web interface for improved model accuracy.
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1 Lesons
15 minutes
On-Demand
Free-Video
MLOps.community

Bringing Structure to Unstructured Data with an AI-First System Design

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Explore AI-powered data systems for unstructured content, addressing challenges and sharing key lessons for end-to-end applications in enterprise environments.
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1 Lesons
12 minutes
On-Demand
Free-Video
Snorkel AI

Data-Centric Development is Key to Production-Level AI

0 rewiews
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.
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1 Lesons
48 minutes
On-Demand
Free-Video
Snorkel AI

Alfred: Building Training Data with Foundation Models and Weak Supervision - Snorkel AI

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Streamline data labeling with Alfred, combining foundation models and weak supervision to create high-quality training datasets for academic research and machine learning projects.
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1 Lesons
30 minutes
On-Demand
Free-Video
Snorkel AI

Task Me Anything: Revolutionizing Multimodal Model Benchmarking

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Explore Task Me Anything platform for efficient multimodal model evaluation. Learn programmatic task generation and active learning techniques to create custom benchmarks for data science projects.
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1 Lesons
41 minutes
On-Demand
Free-Video
Red Hat Developer

Active Learning Loop on OpenShift

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Implement an active learning pipeline on OpenShift using open-source tools for dynamic data labeling and improved model accuracy in machine learning operations.
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1 Lesons
44 minutes
On-Demand
Free-Video
Data Council

Accelerating Enterprise Adoption of AI for Business Impact

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Accelerate enterprise AI adoption for business impact. Learn market trends, challenges, and strategies to bridge AI with decision-makers using a universal semantic layer.
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1 Lesons
43 minutes
On-Demand
Free-Video
MLOps.community

Foundational Models in Enterprise AI - Challenges and Opportunities

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Explore the future of AI with foundation models, their enterprise applications, and challenges. Learn about Snorkel AI's approach to optimizing these models for cost, quality, and control.
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15 Lesons
53 minutes
On-Demand
Free-Video
MLOps.community

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

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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.
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1 Lesons
37 minutes
On-Demand
Free-Video
MLOps.community

Want High Performing LLMs? It's All About Your Data - Importance of Quality Data in AI Development

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Explore data-centric AI development for high-performing LLMs. Learn pre-training techniques, avoid common pitfalls, and understand the critical role of quality data in model performance.
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15 Lesons
34 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Building Data-Centric Applications with Federated Learning

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Explore federated learning to overcome data silos and enhance machine learning models. Learn benefits, challenges, and practical applications in a hands-on environment.
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1 Lesons
1 hour 23 minutes
On-Demand
Free-Video