Robuta

https://www.featureform.com/post/feature-stores-explained-the-three-common-architectures Feature Stores Explained: The Three Common Architectures | FeatureForm There are three distinct architectures which we have dubbed: literal, physical, and virtual. We wrote this article to define the literal-physical-virtual... feature storesthree commonexplainedarchitecturesfeatureform https://docs.featureform.com/deployment/kubernetes Kubernetes - Featureform This guide will walk through deploying Featureform on Kubernetes. The Featureform ingress currently supports AWS load balancers. kubernetesfeatureform https://docs.featureform.com/abstractions/abstractions Abstractions - Featureform abstractionsfeatureform https://docs.featureform.com/abstractions/primary-data-sets Primary Data Sets - Featureform Once you've configured your data infrastructure, you can commence the process of registering your primary data sets. These primary data sets either directly... primary datasetsfeatureform https://docs.featureform.com/use-cases/fraud-detection Fraud Detection and Featureform - Featureform Fraud detection use-cases showcase several key advantages of the Featureform platform. fraud detectionfeatureform https://docs.featureform.com/use-cases/llm-chatbot-rag Retrieval Augmented Generation (RAG) Workflow for Chatbots with Featureform - Featureform The retrieval augmented generation workflow pulls information that’s relevant to the user’s query and feeds it into the LLM via the prompt. That information... augmented generation ragretrievalworkflowchatbotsfeatureform https://docs.featureform.com/introduction What is Featureform? - Featureform featureform https://docs.featureform.com/abstractions/entity Entities - Featureform An entity serves as a collection of semantically related features and labels. Users define entities to map to the domain of their specific use cases. For... entitiesfeatureform https://docs.featureform.com/deployment/backup-and-restore Backup and Restore - Featureform Featureform can be configured to take periodic snapshots of itself that are backed up to your specified cloud storage. In case of an incident, this snapshot... backuprestorefeatureform https://docs.featureform.com/getting-started/featureform-workflow Featureform Workflow - Featureform The feature engineering process involves three key stages: experimentation, production, and evaluation. Collaboration among data scientists is crucial during... featureformworkflow https://docs.featureform.com/providers/overview Overview of Infrastructure Providers - Featureform Featureform is designed around a Virtual Feature Store architecture, which manages metadata and orchestrates various infrastructure providers. This approach... infrastructure providersoverviewfeatureform https://www.featureform.com/company Company - Featureform - Forming the Future of MLOps Featureform is dedicated to transforming how machine learning teams interact with data. companyfeatureformformingfuturemlops https://docs.featureform.com/deployment/quickstart-gcp Google Cloud - Featureform This quickstart will walk through creating a few simple features, labels, and a training set using BigQuery and Firestore. We will use a transaction fraud... google cloudfeatureform https://docs.featureform.com/llms-embeddings-and-vector-databases/building-a-chatbot-with-openai-and-a-vector-database Building a Chatbot with OpenAI and a Vector Database - Featureform vector databasebuildingchatbotopenaifeatureform https://www.featureform.com/post/breaking-down-real-time-machine-learning-systems-mlops Breaking Down "Real-Time" Machine Learning Systems | FeatureForm machine learning systemsreal timebreakingfeatureform https://docs.featureform.com/concepts/governance-and-access-control Governance and Access Control: Ensuring Compliance - Featureform Featureform Enterprise's product include governance, access controls, and audit logs. Many machine learning models, such as fraud detection and recommender... access controlensuring compliancegovernancefeatureform https://docs.featureform.com/abstractions/feature Features - Featureform Features represent the core abstraction in Featureform. They serve as inputs to machine learning models, providing context or observations that the model... featuresfeatureform https://www.featureform.com/pricing Pricing - Featureform - The Open-Source Virtual Feature Store Quick implementation. Straightforward integration with common data platforms. Loaded with capabilities that help Machine Learning feature management make sense. open sourcefeature storepricingfeatureformvirtual https://docs.featureform.com/concepts/enterprise-vs-open-source-feature-store Open-Source vs. Enterprise Featureform: What Sets Them Apart - Featureform At Featureform, we are deeply committed to delivering an exceptional standalone experience with our open-source product. However, as a business, we adhere to... open source vsenterprisefeatureformsetsapart https://docs.featureform.com/abstractions/label Labels - Featureform Labels are a core component of a training set. A model relies on a set of features to make an inference. During the training process, this inference is... labelsfeatureform https://docs.featureform.com/providers/redis Redis - Featureform The RedisSearch module is required to use Redis as a Vector DB redisfeatureform https://docs.featureform.com/getting-started/search-monitor-discovery-feature-registry-ui-cli Exploring the Feature Registry - Featureform Once we have everything registered (e.g. features, training sets, providers), we can see information about them on the Feature Registry. exploringfeatureregistry https://docs.featureform.com/getting-started/connecting-your-data-infrastructure Registering Infrastructure Providers - Featureform Featureform coordinates a set of infrastructure providers to act together as a feature store. This Virtual Feature Store approach allows teams to choose the... infrastructure providersregisteringfeatureform https://docs.featureform.com/abstractions/data-infrastructure-providers Data Infrastructure Provider - Featureform Featureform functions as a Virtual Feature Store, strategically positioned atop your existing data infrastructure. It acts orchestrator, conducting your... data infrastructureproviderfeatureform https://docs.featureform.com/abstractions/transforming-data-sets Transforming Data Sets - Featureform In most scenarios, primary data sets serve as the raw materials, which are then transformed into data sets containing the set of features and labels required... transforming datasetsfeatureform https://docs.featureform.com/llms-embeddings-and-vector-databases/llm-workflow-with-featureform LLM Workflow - Featureform llmworkflowfeatureform https://docs.featureform.com/deployment/quickstart-azure Azure - Featureform This quickstart will walk through creating a few simple features, labels, and a training set using Postgres and Redis. We will use a transaction fraud training... azurefeatureform