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Senior Forward Deployed AI Engineer (Python, Data & GenAI)

On-siteFull timeSenior

Toronto, Ontario, Canada · Posted 4 days ago

Senior Forward Deployed AI Engineer (Python, Data & GenAI)​

TheOpportunity

WearelookingforaseniorForwardDeployedEngineerwhocombinesproduction-gradesoftwareengineering,dataengineering,AIapplicationdevelopment,andclient-facingconsulting.Youwillworkcloselywithbusinessusers,subjectmatterexperts,productowners,andengineeringteamstounderstandcomplexworkflows,rapidlyvalidatesolutionsusingrealdata,removetechnicalblockers,andowndeliverythroughproductionlaunch,stabilization,adoption,andhandover.

WhatYouWillDo

  • Workwithsubjectmatterexperts,productowners,businessusers,andengineerstomapworkflows,users,data,constraints,anddecisionpoints.

  • Agreeonthefirstusefulrelease,measurablesuccesscriteria,andapracticalroadmapfromprototypetoproduction.

  • ProfileunfamiliardatausingPython,pandas,PySpark,andSQLtoassesscoverage,quality,volumes,distributions,edgecases,andfeasibility.

  • BuildworkingsolutionsusingrealdataandAPIs,validatethemwithusers,anditerativelyhardenthemforproduction.

  • Design,develop,anddeployenterpriseAIanddataapplicationsusingPython,PySpark,SQL,RESTAPIs,FastAPI,andclouddataplatforms.

  • BuildClaude-poweredapplications,copilots,andAIworkflowsusingpromptengineering,RAG,vectordatabases,semanticsearch,andagenticAIpatterns.

  • Designbatch,real-time,andstreamingdatapipelinesandintegrationsacrossenterprisesystems.

  • ImplementMLOps/LLMOpscapabilities,includinglifecyclemanagement,CI/CD,MLflow,monitoring,deploymentautomation,rollback,andproductionsupport.

  • Createevaluationdatasetswithsubjectmatterexperts,measuremodelandLLMquality,performstructurederroranalysis,andprioritizeimprovements.

  • Resolvedata-access,API,identity,network,security,infrastructure,anddeploymentblockerswithtechnicalteams.

  • Ownpost-go-livemonitoring,incidentdiagnosis,rollback,stabilization,latency,performance,reliability,andcostoptimization.

  • MeasureadoptionandbusinessimpactusingagreedKPIs,thencompletestructuredhandoverwithrunbooks,supportownership,andknowledgetransfer.

WhatYouBring

  • 10+yearsofexperienceindataengineering,AIapplicationdevelopment,clouddataplatforms,andproductionsoftwareengineering.

  • Stronghands-onexpertiseinPython,PySpark,SQL,RESTAPIs,FastAPI,Git,Docker,Kubernetes,Airflow,MLflow,CI/CD,anddistributedprocessing.

  • ExperiencewithClaude,promptengineering,RAG,vectordatabases,semanticsearch,andagenticAIpatterns.

  • StrongknowledgeofETL/ELT,batchandstreamingpipelines,dataquality,metadata,lineage,observability,andDataOps.

  • ExperienceoperationalizingMLOps/LLMOps,includingmodellifecyclemanagement,automateddeployment,monitoring,rollback,andproductionsupport.

  • Knowledgeofenterprisecloudservicesacrosscompute,storage,integration,orchestration,networking,monitoring,security,andcostoptimization.

  • UnderstandingofIAM/RBAC,encryption,secretsmanagement,privacycontrols,auditability,compliance,andsecuredataaccess.

  • Abilitytotranslatebusinessrequirementsintoscalabledesigns,definenon-functionalrequirements,estimateeffort,anddriveimplementation.

  • Financialservicesexperienceandstrongclient-facingskillsacrossdiscovery,rapidprototyping,solutionshaping,workshops,andtechnicalpresentations.

  • Bachelor'sdegreeinarelevantdiscipline.Cloud,Kubernetes,AIengineering,MLOps,dataengineering,architecture,orsecuritycertificationsarepreferred.


Locations
Toronto, Ontario, Canada
Education
bachelor degree
Experience
10+ years

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