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What you can do with Edge Impulse

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673 things you can do

Edge Impulse

Edge Impulse is the end-to-end edge AI MLOps platform for building datasets, training and optimizing machine learning models, and deploying them directly on device — from the smallest microcontrollers to gateways with the latest neural accelerators. The platform covers the whole workflow: sensor data collection and labeling, DSP feature engineering, model training with the EON Tuner and EON Compil

Artificial Intelligence Management

Set an anomaly block's minimum confidenceConfigure Keras training settingsReplace a Keras block's files from a zipAdd files to a Keras block from a zipUpload a pretrained modelSave input and model settings for a pretrained modelStart profiling a Keras blockStart profiling an anomaly blockSet an impulse's input, DSP and learn blocksClear an impulse and all its blocksCreate a new empty impulseRename or tag an impulseOverwrite impulse state in the legacy formatClone an impulse's structure without dataClone an impulse including config and dataSet confidence and anomaly thresholdsRegenerate model testing resultsSet Syntiant posterior parameters manuallyAuto-tune Syntiant posterior parametersBuild a WebAssembly deployment of a public projectClassify a sample against the impulseClassify a sample across several model variantsClassify a sample with one learn blockClassify an uploaded imageUpdate a DSP block's configurationClear a DSP block's generated featuresProcess a sample slice with custom parametersProfile a custom DSP block's performanceProcess a raw features array with a DSP blockSave performance calibration parametersClear saved calibration parametersUpload labeled audio for calibrationClear all performance calibration stateConfigure a post-processing blockClassify a sample with post-processingConfigure the EON TunerCreate a trial within a tuner jobMark an EON Tuner run as completeClear the project's EON Tuner stateEnd an EON Tuner trial earlyRename a specific tuner runDownload processed features for a learning blockDownload labels for a learning blockGet an anomaly block's configurationGet metadata for a trained anomaly blockGet the GMM model metadata of an anomaly blockGet a Keras block's configurationGet metadata for a trained Keras modelGet data explorer embeddings from a Keras blockDownload an exported Keras blockDownload the exported data of a Keras blockDownload a trained model filePlot a sample of anomaly-trained featuresScore one sample against an anomaly blockGet info on an uploaded pretrained modelTest a pretrained model with raw featuresProfile latency and memory of a pretrained modelDownload a pretrained model fileTest a pretrained model with an imageGet a project's impulse designGet an impulse including disabled blocksGet an unused block ID for an impulseList blocks available for building an impulseVerify a custom DSP block URLList all impulses in a projectCompare impulses with accuracy and performanceDownload impulse metrics as JSON or CSVList available transfer learning modelsList every deployment target on the platformList deployment targets for a projectList deployment targets for the data sources pageGet performance results for impulse variantsCheck for cached evaluation resultsCheck whether a deployment is already builtDownload the current deployment buildGet the last successful deployment buildGet Syntiant posterior parametersList previously built deploymentsGet details of a past deployment versionDownload a past deployment versionCheck a public project build jobClassify a sample (deprecated v1)Get cached raw features for a sample windowGet the full test-set classification resultPage through test-set predictionsGet test metrics for every model variantClassify a sample by learn block (deprecated v1)Get a DSP block's configurationGet metadata from a generated DSP blockGet a raw sample filtered to the DSP block's axesGet a slice of raw sample data for a DSP blockProcess a sample slice with saved parametersList the feature names a DSP block generatesSample trained features for the feature explorerGenerate features for every window of a sampleGet feature importance for a DSP blockDownload DSP output as a NumPy arrayDownload labels for windowed DSP outputGet DSP autotuner parameter suggestionsDownload a DSP debugging artifactEstimate DSP block latency on every deviceGet performance calibration statusGet calibration ground truth dataGet raw calibration resultsList calibration parameter setsGet saved calibration parametersDownload the synthetic calibration WAVGet the latest post-processing resultsGet a post-processing block's configCheck post-processing results for a sampleList EON Tuner runs for a projectGet the EON Tuner configurationList learn blocks available to the tunerGet the tuner's window settingsScore a candidate tuner trialGet the EON Tuner search spaceGet the project's current EON Tuner stateGet parameters of an organization DSP blockList transfer learning models for the tunerGet logs for a tuner trialGet the state of a specific tuner runList all impulse blocks with tuner details

Model Training & Data

Rebalance train/test split (original endpoint)Clear all bounding-box labels in a projectDelete all samples in a projectDelete all samples in one categoryDelete a single sampleRename a sampleChange the label of one sampleMove one sample to another categoryCrop a sample to a new rangeSplit a video sample into framesSlice a sample into multiple segmentsSet bounding boxes on one sampleSet multiple time-ranged labels on a sampleRemember the last segment length usedRetry processing a failed sampleRe-include one sample in the datasetExclude one sample from the datasetAuto-label an image with another neural networkSet metadata on one sampleSend one sample back to the labeling queueQueue AI Actions proposed changes for a sampleRelabel many samples at onceDelete many samples matching a filterMove many samples to another categoryRe-include many samples in the datasetExclude many samples from the datasetAdd a metadata field to many samplesRemove one metadata key from many samplesClear all metadata from many samplesTrack labeled objects into the next sampleClear the data explorer stateConfigure the data explorerUpload a data explorer screenshotRebalance train/test split (v2 endpoint)Split the dataset into train, test and validationSet a video sample's dimensionsRelabel or remove bounding boxes in bulkSend many samples back to the labeling queueList data samples in a dataset categoryCount data samples in a dataset categoryGet images waiting for bounding-box labelingCount items in the object detection labeling queueGet metadata for all samples in a categoryList samples with 'imported from' metadataGet a single data sampleDownload a sample in its original formatGet an audio sample as a WAV fileGet an image sample as an image fileGet a video sample as a video fileGet a slice of a sample's dataDetect non-noise events in a sampleGet a sample's original uncropped dataGet the data explorer's 2D feature mapCheck if data explorer features existGet model predictions for data explorer pointsGet data explorer settingsCheck if diversity metrics were calculatedGet dataset diversity metricsCheck if label noise metrics were calculatedGet label noise metricsGet proposed changes from an AI Actions jobPreview a dataset split before applying itGet results of a split preview jobGet the train/test sample countsList metadata values usable as sample filtersGet dataset-level metadata for a project

Other things you can do

Add a transformation blockUpdate a transformation blockDelete a transformation blockAdd a deploy blockUpdate a deploy blockDelete a deploy blockAdd a DSP blockUpdate a DSP blockDelete a DSP blockRetry launching a DSP blockAdd a transfer learning blockUpdate a transfer learning blockDelete a transfer learning blockAdd an organization secretDelete an organization secretCreate a new organizationUpdate my organization's settingsPermanently delete my organizationRequest an enterprise trial extensionRequest a license for the HR blockRequest higher organization limitsUpdate supported project types for a white labelChoose enabled deployment targets for a white labelSet the white label's default deployment targetReorder deployment options in the white labelChoose enabled learning blocks for a white labelUpdate the white label theme logoUpdate the white label device logoUpdate the white label theme colorsUpdate the white label faviconUpdate a white label userDelete a white label userCreate a free-tier project in a white labelUpdate a white label project's settingsDelete a white label projectAdd a temporary API key to a white label projectAdd a user to a white label projectRemove a user from a white label projectAdd a development board to a white labelUpdate a white label development boardRemove a development board from a white labelUpdate a development board's imageCreate an organization inside a white labelGenerate a usage report for an organizationDelete a usage reportCreate a data export for an organizationUpdate a data export's description or expiryDelete an organization data exportAdd a temporary API key to an organizationAdd a user to a white label organizationRemove a user from a white label organizationUpdate a white label organization's settingsDelete an organization from a white labelRestore a deleted organizationCreate a project for a white label organizationUpload my organization's logoUpload my organization's header imageAdd an API key to my organizationRevoke an organization API keyAdd an existing user to my organizationInvite someone to my organization by emailRemove a member from my organizationChange a member's role in my organizationSet which datasets a guest member can accessResend an organization invitationUpload an image for the organization readmeBuild a deployment combining several projects' impulsesCreate a signed link to upload a file to a portalDelete a file from an upload portalRename or move a file in an upload portalStart a post-processing tuning jobGenerate features for the data explorerCalculate data quality metrics for a datasetRetry a failed impulse migrationGenerate synthetic training dataDry-run an AI Action on sample dataRun an AI Action and apply its changesRun the EON Tuner to find the best modelMake an EON Tuner trial the primary modelChange who is notified when a job finishesCancel a running jobGenerate features from the raw training setAutotune a DSP block's parametersTrain a neural network with KerasTrain an anomaly detection modelExport a Keras block's training pipelineExport a Keras block's train/validation dataBuild an on-device deployment of the impulseBuild a deployment with an organization deploy blockExport project data in its original upload formExport project data as WAV filesRetrain the impulse with its last settingsClassify the test set against the impulseSimulate real-world performance of a modelEvaluate every model variant of the impulseSave a new version of the projectRestore a project from a saved versionRestore a project from a public versionMake a project version publicAdd sample keywords and noise dataProfile a TFLite model's latency and memoryBuild an SDK from a pretrained modelImport all data from another projectDelete a Studio themeUpdate a theme's logosUpdate a theme's colorsUpdate a theme's faviconCreate an upload portalUpdate an existing upload portalRotate an upload portal's tokenDelete an upload portalCreate a new projectStore the CSV Wizard source fileAdd a collaborator to a projectRemove a collaborator from a projectTransfer a project to another userTransfer a project to an organizationAdd an HMAC key to a projectRevoke an HMAC keyAdd an API key to a projectRevoke a project API keySet the job compute time limitSet the DSP file size limitUpdate a project version's descriptionDelete a project versionMake a public version privateUpload an image for the project readmeReset a project via the getting started wizardSet target device constraintsDismiss a project notificationReorder a project's AI ActionsCreate a new AI ActionSave an AI Action's configDelete an AI ActionPreview samples for an AI ActionClear an AI Action's proposed changesUpdate a project's tagsUpdate project settingsDelete a project and all its dataDelete the CSV Wizard configAdd an ingestion-only API keyRevoke an ingestion-only API keyCreate a new white labelChange a white label's organization limitDelete a white labelChoose deployment targets for a white labelSign in and get an API tokenCancel a running organization jobRegister a third-party auth partnerUpdate a third-party auth partnerDelete a third-party auth partnerGrant a third party access to a projectLog in or create a user as a partnerRecord a website pageviewRecord a named analytics eventCreate an organizational pipelineUpdate an existing organizational pipelineDelete an organizational pipelineRun an organizational pipeline nowStop a running pipelineStart a transformation jobUpdate a running transformation jobDelete a transformation jobRetry failed transform jobsClear failed transform jobsRetry a transformation job's upload stepRemove a file from a transformation jobRetry one failed file in a transformation jobUpload a custom block archiveCreate an empty project in an organizationAdd a collaborator to an organization projectGet a signed upload link for a custom blockFinalize a staged custom block uploadSend an email verification codeVerify an email address with a codeCreate a data campaign dashboardUpdate a data campaign dashboardDelete a data campaign dashboardUpload a screenshot of a campaign dashboardAdd a data campaign to a dashboardUpdate a data campaignDelete a data campaignGenerate a global metrics report for a date rangeDelete a global metrics reportRun or pause a data migrationBlock an email domain from signing upUnblock a disallowed email domainTurn a feature flag on for everyoneTurn a feature flag off for everyoneUpdate a Studio configuration itemDelete a Studio configuration itemUpdate a user's profile or statusDelete a user accountSet a user's permissionsStart an enterprise trial for a userExtend or annotate an enterprise trialDelete an enterprise trialConvert a trial to a full enterprise accountCreate a free-tier project as an adminUpdate a project's settings as an adminDelete a project as an adminAdd a user to a projectRemove a user from a projectCreate a new organizationUpdate an organization's propertiesDelete an organizationRestore a soft-deleted organizationGenerate a usage report for an organizationDelete an organization usage reportAdd a user to an organization with a roleRemove a user from an organizationCreate a project inside an organization

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