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#Snorkel AI

Showing: 30 courses
MLOps.community

Turn Data Chaos into AI Strategy with Programmatic AI Data Development

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Discover how programmatic data development is revolutionizing enterprise AI specialization in this 27-minute talk by Elena Boiarskaia, Head of Applied Machine Learning at Snorkel AI. Learn about the transformation from disconnected, manual data tasks to…
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1 Lesons
27 minutes
On-Demand
Free-Video
Snorkel AI

Weak Supervision and Next-Gen AI-Based Threat Detection

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

How AI Impacts the Insurance Industry Today

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Explore AI's impact on insurance, addressing data challenges and LLM applications. Learn how Snorkel's approach enhances datasets and satisfies regulators in enterprise AI implementation.
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1 Lesons
22 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 Transforms As It Moves Through An Enterprise

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Explore data's journey across enterprises, unraveling its transformations and impact on decision-making, efficiency, and AI innovation through data-centric workflows.
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1 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

How ML-Powered Data Cleaning Streamlines the AI Pipeline

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Explore ML-powered data cleaning techniques to streamline AI pipelines, automate labor-intensive tasks, and overcome impediments in data preparation for efficient data science workflows.
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11 Lesons
30 minutes
On-Demand
Free-Video
Snorkel AI

Transforming Call Center Operations with AI - A Financial Institution Case Study

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Explore how a major financial firm enhanced customer service using Snorkel Flow's AI solution. Learn about implementation challenges, impacts, and future plans for integrating all customer touchpoints.
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6 Lesons
12 minutes
On-Demand
Free-Video
Snorkel AI

Supercharging LLM Performance Without AI Training

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Discover techniques to enhance large language model performance without additional training, focusing on innovative approaches and collaborative research findings.
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1 Lesons
20 minutes
On-Demand
Free-Video
Snorkel AI

Modeling Human Preference to Improve LLM Performance

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Explore techniques for aligning language models with human preferences, including reward modeling and scalable tools to improve LLM performance with minimal end-user guidance.
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5 Lesons
20 minutes
On-Demand
Free-Video
Snorkel AI

Why GenAI Needs Careful Training Data Management

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Explore the critical role of training data management in GenAI, including harmonization across stages and its impact on model effectiveness and safety in various domains and languages.
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1 Lesons
18 minutes
On-Demand
Free-Video
Snorkel AI

When, Why and How to Fine-Tune LLMs for Enterprise Applications

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Explore techniques for customizing large language models in enterprise settings, including when and why to align LLMs and key methods for domain-specific adaptation.
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1 Lesons
18 minutes
On-Demand
Free-Video
Snorkel AI

How Numbers Station Combines LLM, RAG, and Domain Knowledge for AI-Driven Data Analysis

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Leverage AI for comprehensive data analysis by combining structured and unstructured data, using multi-agent systems, and building AI-powered assistants for actionable insights.
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1 Lesons
19 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

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

How to Improve LLM Factual Accuracy and Reliability

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Explore techniques for improving LLM factual accuracy, including DSP framework and MLflow LLMOps tools, to create reliable AI applications for production use.
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1 Lesons
29 minutes
On-Demand
Free-Video
Snorkel AI

Fine-Tuning and Customizing LLMs for Enterprise Tasks

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Explore LLM fine-tuning techniques for enterprise-specific tasks. Learn about data quality, customization methods, and the trend towards task-specific models in organizational AI implementation.
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14 Lesons
22 minutes
On-Demand
Free-Video
Snorkel AI

Scaling Language Model Tuning with Snorkel AI - A Case Study

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Explore Snorkel AI's innovative approach to scaling language model tuning using programmatic labeling and guiding models for efficient data curation and improved performance.
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13 Lesons
22 minutes
On-Demand
Free-Video
Snorkel AI

Digging Into RAG and the Future of AI - With Douwe Keila

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Explore RAG applications, AI's enterprise future, and the role of data in improving AI systems with industry experts Alex Ratner and Douwe Keila.
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1 Lesons
27 minutes
On-Demand
Free-Video
Snorkel AI

LLM Evaluation for Production Enterprise Applications

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Explore LLM evaluation for enterprise applications, covering metrics, approaches, and tools to ensure accuracy, compliance, and suitability for organizational needs.
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1 Lesons
25 minutes
On-Demand
Free-Video
Snorkel AI

Optimizing RAG Implementations for Specialized Enterprise Tasks

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Optimize RAG implementations for enterprise tasks. Learn to fine-tune components, apply AI data development techniques, and accelerate production delivery for increased accuracy and precision.
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4 Lesons
56 minutes
On-Demand
Free-Video
Snorkel AI

Large Language Models Can Help Make Better Image Classifiers

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Explore how follow-up differential descriptions enhance zero-shot image classification by tailoring class descriptions, improving performance and addressing ambiguities in datasets.
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1 Lesons
41 minutes
On-Demand
Free-Video
Snorkel AI

How to Fine-Tune LLMs for Specialized Enterprise Tasks - Curating Data and Emerging Methods

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Explore fine-tuning methods for LLMs, learn to curate high-quality training data efficiently, and understand evaluation techniques for accurate enterprise deployment of specialized language models.
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14 Lesons
51 minutes
On-Demand
Free-Video
Snorkel AI

How to Evaluate LLM Performance for Domain-Specific Use Cases

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Explore advanced LLM evaluation techniques for enterprise AI, including data-centric approaches, quality modeling, and fine-grained benchmarking to overcome common challenges and improve performance.
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27 Lesons
57 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
Snorkel AI

Curate Training Data via Labeling Functions - 10 to 100x Faster

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Accelerate data labeling for AI models using programmatic techniques. Learn to capture SME knowledge, improve label accuracy, and explore real-world use cases in banking, pharma, and healthcare.
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1 Lesons
57 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
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