03 Aug
|
NBCUniversal
|
Montreal
03 Aug
NBCUniversal
Montreal
Job Description In this role, you willcontribute to drivinggeospatial data and tooling needs for a large-scale project.
You will be part of a team of GISdevelopers responsible for sourcinggeospatial datain many modalities,andforbuildinggeospatial dataautomation and tooling in an AI/ML pipeline for new applications.
In this role,youllresearch andgather datafor specific regionsfromdifferent sources, including imagery and other raster data, vector data, and point clouds.
You will find andacquiredata from free/public domainsources,andparticipate inpartnerships with commercial data providers.
You willassistinmanagingthe coverage, freshness, quality, and costof the sourced data.
The most successfulteam memberswill have a working knowledge ofdisparate effective sources of data, and a curiosity for finding new ones.
To prepare this datafor AI/ML use,youllbuild anduseautomatedtools (,incorporatingopen sourcelibraries likeGDAL andin-housetools) to clean, resize,reformat,and align it soitsready forinternal customersto use.
You will alsobe responsible fortooling to automatically postprocess the output of a geospatial AI/ML pipeline for use by other teams.
This role involves working closely with different teams in our organization.
Youllpartner with the AI/ML teams to supply diverse data they need for building new machine learning models, and with the Pipeline and Product teams to ensure they have the necessary datarequired.
Responsibilities include, but not limited to: Aggregate data for target regions and ensure that a complete collection of data is available.
Research open, public domain, and commercial sensor data sources todeterminethe areas, quality, and freshness of available data.
Utilize open source (GDAL) and internally developed software tools to preprocess, align, crop, resample, and otherwise prepare data for use.
Wepreferopen sourcetools over proprietarysoftware, butunderstand that some software has no greatopen sourceequivalent.
Contribute to our internal tools that process and source geospatial datasets.
Partner with groups across the organization to understandneedsforGIS data for AI/ML research.
Coordinate withAI/ML team to provide diverse data for developing new machine learning algorithms, and the Pipeline and Product teams to provide data to roll out new regions.
Partner closely with leadership to understand the high-level product vision.
Dans ce rle, vous piloterez les besoins en donnes gospatiales et en outils pour un projet denvergure.
Vous ferez partie dune quipe de dveloppeurs SIG responsable de lacquisition de donnes gospatiales provenant de multiples sources et modalits, ainsi que du dveloppement doutils et dautomatisations au sein dun pipeline IA/ML pour soutenir de nouvelles applications.
Vous effectuerez des recherches et collecterez des donnes pour des rgions spcifiques partir de diverses sources, notamment limagerie, les donnes raster, vectorielles et les nuages de points.
Vous identifierez et acquerrez des donnes provenant de sources ouvertes/publics ainsi que de fournisseurs commerciaux, tout en contribuant la gestion de la couverture, de lactualit, de la qualit et des cots des donnes.
Les membres les plus performants dmontrent une curiosit accrue et une bonne connaissance des diffrentes sources de donnes.
Pour prparer ces donnes des fins dIA/AA, vous dvelopperez et utiliserez des outils automatiss (en vous appuyant sur des bibliothques open source comme GDAL et des outils internes) afin de nettoyer, transformer et aligner les ensembles de donnes.
Vous serez galement responsable du dveloppement doutils permettant de post-traiter les rsultats des pipelines gospatiaux dIA/AA.
Ce poste implique une troite collaboration avec diffrentes quipes.
Vous travaillerez avec les quipes dIA/AA, ainsi que les quipes Pipeline et Produit, afin de leur fournir les donnes ncessaires aux activits de recherche, de dveloppement et de mise en production.
Responsabilits principales Agrger des donnes gospatiales pour les rgions cibles et assurer une couverture complte.
Rechercher des sources de donnes ouvertes, publiques et commerciales afin den valuer la couverture, la qualit et lactualit.
Utiliser des outils open source (ex. : GDAL) et internes pour le prtraitement, lalignement, le dcoupage et le rchantillonnage des donnes.
Contribuer aux outils internes de traitement et dacquisition des donnes gospatiales.
Collaborer avec les quipes IA/AA, Pipeline et Produit afin de comprendre et rpondre aux besoins en donnes.
Soutenir le dveloppement de nouveaux cas dusage en IA en fournissant des donnes diversifies et de haute qualit.
Collaborer avec la direction pour aligner les travaux techniques sur la vision produit.
Qualifications Bachelors or
Mastersdegree inGIS,Computer Science, Engineering, Mathematics, or a related field 2+ years of relevant industry experience in a fast paced, high growth tech environment.
Experience with GIS modalities and formats, including at least some oforthoimagery(GeoTIFF),point clouds such as
LiDAR ( LAS/LAZ), vector data ( ESRI Shapefiles,GeoJSON, OSM),raster data storingelevation and terrain information such as DTM, DSM, and DEMs,andraster data storinglandcover information.
Software engineering experience,
includingdesigning and architecting software.
Experience in
Pythonforautomation of common tasks and/or contributing to our existing tool paletteisrequired.
Desired Characteristics: Team-oriented and collaborative approach with a demonstrated aptitude,enthusiasmand willingness to learn recent methods, tools,practicesand skills.
Passion and curiosity for GIS and software engineering.
Experience working with open-source GIS libraries and tools, including PROJ and GDAL, for spatial data processing, transformation, and analysis.
Comfort with working outside of an ArcGIS-centric workflow.
Experience with someflavorof Linux.
Comfort with some flavor of a*nix shell environment (bash) isstronglypreferred.
Enthusiasm for automated development processes and systems.
Qualifications Baccalaurat ou matrise en SIG, informatique, ingnierie, mathmatiques ou domaine connexe.
Minimum de 2 ans dexprience pertinente dans un environnement technologique dynamique et en forte croissance.
Exprience avec les formats et types de donnes SIG, notamment: Orthophotographies (ex. : GeoTIFF) Nuages de points (ex. : LiDAR LAS/LAZ) Donnes vectorielles (ex. : Shapefiles, GeoJSON, OSM) Donnes raster dlvation (DTM, DSM, DEM) Donnes doccupation des sols Solides comptences en ingnierie logicielle, incluant la conception et larchitecture de systmes.
Matrise de Python pour lautomatisation et le dveloppement doutils.
Atouts Esprit collaboratif et capacit travailler en quipe, avec une forte volont dapprendre.
Passion pour les SIG et le dveloppement logiciel.
Exprience avec des bibliothques SIG open source telles que GDAL et PROJ.
Aisance outside dun environnement centr sur ArcGIS.
Exprience avec des environnements Linux et les outils en ligne de commande (ex. : bash).
Intrt pour les processus de dveloppement automatiss et volutifs.
Additional Information As part of our selection process, external candidates may be required to attend an in-person interview with an NBCUniversal employee at one of our locations prior to a hiring decision. NBCUniversal''s policy is to provide equal employment opportunities to all applicants and employees without regard to race, color, religion, creed, gender, gender identity or expression, age, national origin or ancestry, citizenship, disability, sexual orientation, marital status, pregnancy, veteran status, membership in the uniformed services, genetic information, or any other basis protected by applicable law.
If you are a qualified individual with a disability or a disabled veteran and require support throughout the application and/or recruitment process as a result of your disability, you have the right to request a reasonable accommodation.
You can submit your request to AccessibilityS.
📌 Développeur SIG principal (Montreal)
🏢 NBCUniversal
📍 Montreal