Variational Inference

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Probabilistic inference and uncertainty quantification mathematical correctness and solver RAM Long description: Variational Inference is a G-PLANE (Alpha/Mathematical) RAM that provides approximating Bayesian posteriors to provide calibrated uncertainty, belief updates,...

Highlights

AI-Generated by Acme AI

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Provides approximating Bayesian posteriors to provide calibrated uncertainty, belief updates, and probabilistic decision support

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Supplies formal methods and solver-grade machinery to verify, normalize, and optimize playbooks, schemas, and protocols

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Enforces calibration requirements and explainability of probabilistic claims in high-stakes contexts so downstream orchestration is correct-by-construction

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Supports continuous adaptation to new information through belief state updates as evidence arrives

Details & Specs

Sold by Mobius

Product Info

Variational Inference is a G-PLANE (Alpha/Mathematical) RAM that provides approximating Bayesian posteriors to provide calibrated uncertainty, belief updates, and probabilistic decision support. It supplies formal methods and solver-grade machinery to verify, normalize, and optimize playbooks, schemas, and protocols. It consumes observations, priors, likelihood models, and approximate family constraints and outputs posterior estimates, uncertainty bounds, and belief-state updates for planners/learners, typically in the form of proofs/obligations, normalized representations, or optimized plans. It integrates with probabilistic programming tools, ML pipelines, and decision-support modules and enforces calibration requirements and explainability of probabilistic claims in high-stakes contexts so downstream orchestration is correct-by-construction.

Uncertainty Quantification .

Variational Inference provides a framework for uncertainty quantification, enabling the estimation of probabilistic quantities and informing decision-making.

Posterior Estimates

It outputs posterior estimates, providing accurate predictions of uncertain variables.

Uncertainty Bounds

Variational Inference supplies uncertainty bounds, allowing for the quantification of uncertainty in model predictions.

Belief-State Updates

It enables continuous adaptation to new information through belief-state updates as evidence arrives.

Maintain belief states

Variational Inference maintains belief states and updates them as evidence arrives, allowing for continuous adaptation to new information.

Provide calibrated uncertainty

It provides calibrated uncertainty for downstream decision making, ensuring that decisions are informed by accurate probabilistic estimates.

Support anomaly detection via posterior surprise measures

Variational Inference enables anomaly detection through posterior surprise measures, allowing for the identification of unexpected events or outliers.

Enable Bayesian model selection and comparison

It facilitates Bayesian model selection and comparison by providing a framework for evaluating and comparing different probabilistic models.

Pricing plan

Every plan includes 30 day free trial. Pricing is based on actual usage, with charges varying according to how much you consume. Subscriptions have no end date and may be canceled any time.

Starter

TRIAL

Starter plan for Variational Inference

$ 43.73 per months

Key features

✓ PaaS Fee: $ 46.86
✓ SaaS Fee: $ 43.73
✓ API Limit: 7000 calls
✓ Data Volume: 70 GIGABYTE
✓ Billing Cycle: 1 months
✓ Royalty Eligible

Professional

SILVER

Professional plan for Variational Inference

$ 66.31 per months

Key features

✓ PaaS Fee: $ 52.15
✓ SaaS Fee: $ 66.31
✓ API Limit: 18000 calls
✓ Data Volume: 280 GIGABYTE
✓ Billing Cycle: 1 months
✓ Royalty Eligible

Business

GOLD

Business plan for Variational Inference

$ 106.46 per months

Key features

✓ PaaS Fee: $ 74.06
✓ SaaS Fee: $ 106.46
✓ API Limit: 85000 calls
✓ Data Volume: 1060 GIGABYTE
✓ Billing Cycle: 1 months
✓ Royalty Eligible

Enterprise

PLATINUM

Enterprise plan for Variational Inference

$ 177.82 per months

Key features

✓ PaaS Fee: $ 118.44
✓ SaaS Fee: $ 177.82
✓ API Limit: 460000 calls
✓ Data Volume: 4330 GIGABYTE
✓ Billing Cycle: 1 months
✓ Royalty Eligible

Legal

Pricing is based on actual usage, with charges varying according to how much you consume. Subscriptions have no end date and may be canceled at any time. Additional infrastructure cost may apply.

Vendor terms & condition

Upon subscribing to this product, you must acknowledge and agree to the terms and conditions outlined in the vendor's End User License Agreement (EULA)

Content disclaimer

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Vendor Refund policy

We do not support refunds once the subscription begins unless otherwise required by applicable law.

Support

Pricing is based on actual usage, with charges varying according to how much you consume. Subscriptions have no end date and may be canceled any time. Additional infrastructure cost may apply.

Vendor support

For any questions or queries regarding the usage of Falcon please refer to our tailored documentation with detailed examples to help you get started. If you still feel stuck please contact us at support@duality.ai with Falcon Your Subject in the email title. Our support team aims to respond within one business day. Expect a reply to the email address you used to send the query. If you are keen on a support call or on-demand training please use the support email ID.

Mobius support

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Vendor Details

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