Machine Learning Engineer (Formal)VMLE SMAI EngineerJob Skill RequirementsSpecified Duration of Work (If Any)...Duration-Compensation Type, Rate, and Annualized Result...Compensation- - - Estimated hours a skill will be applied during the task. Could be simply the task hours or specific to the skill...ExperienceLevel of skill required. Based on the tiered Job system (I - V) and a sublevel scale from 1 t0 10...1st YearLevel of skill required. Based on the tiered Job system (I - V) and a sublevel scale from 1 t0 10...StandardsSkills Required for the task...SkillsPoints are in Thousands...(in Thousands)Estimated hours a skill will be applied during the task. Could be simply the task hours or specific to the skill...CredentialLevel of skill required. Based on the tiered Job system (I - V) and a sublevel scale from 1 t0 10...LevelFocus is the proportion (based on intensity and frequency) a skills is applied relative to the other skills...HoursThis interpretation of Skill Points is based on the skill, hours, level and focus attributes (among other proprietary factors)...PointsUsage is the predicted application rate of the skill throughout the task relative to the number of hours...UsageThis interpretation of Skill Points is based on the skill, and the applied usage attributes (among other proprietary factors)..Points''Creating, designing and building new AI applications or utilities. ...AI Applications DesignGR4.5Level Tier V - 5 5 V 3845Hourly/ 0.25H0.25270''Field of artificial intelligence (AI) that enables computers to see and interpret images and videos, much like humans do. ...Computer VisionGR4.5Level Tier V - 5 5 V 3845Weekly/ 8W8173'Specialized electronic circuit designed for digital image processing and to accelerate computer graphics. ...GPU ArchitectureGR4.5Level Tier V - 5 5 V 3845Weekly/ 8W8173'Creating, deploying, and utilizing Large Language models effectively for specific tasks and applications. ...LLM DesignGR4.5Level Tier V - 5 5 V 3845Weekly/ 8W8173'Systematic, automated workflow that chains together data collection, preprocessing, model training, and deployment steps. ...ML pipelinesGR4.5Level Tier V - 5 5 V 3845Weekly/ 8W8173Abstract separation of a whole into its constituent parts in order to study the parts and their relations. analysis. abstract thought, logical thinking, reasoning. ...Analytical ThinkingGR4.5Level Tier V - 5 5 V 3845Daily/ 2D2270'Process of finding solutions to difficult or complex issues ...Complex Problem SolvingGR4.5Level Tier V - 5 5 V 3845Daily/ 1D168'Ability to judge, make a decision, or form an opinion objectively, authoritatively, and wisely, especially in matters affecting action ...Judgment and Decision MakingGR4.5Level Tier V - 5 5 V 3845Daily/ 1D168'Process of running a trained AI model to make predictions on new, unseen data. ...AI InferenceGR4.5Level Tier V - 5 5 V 3845Weekly/ 8W8173'Interpreted, object-oriented, high-level programming language with dynamic semantics. ...PythonGP2.5Level Tier V - 5 5 V 2535Monthly/ 40M40230'Ecosystem of tools for developers to achieve high-performance deep learning inference. ...TensorRTGP2.5Level Tier V - 5 5 V 2535Monthly/ 40M40230'Open-source automation server used for implementing continuous integration (CI) and continuous delivery (CD) pipelines. ...JenkinsGP2Level Tier V - 5 5 V 2210Monthly/ 30M30130Docker is a platform designed to help developers build, share, and run container applications. ...DockerGP1Level Tier V - 5 5 V 1555Monthly/ 30M30130Open-source container orchestration platform used to automate the deployment, scaling, and management of containerized applications. ...KubernetesGP1Level Tier V - 5 5 V 1555Monthly/ 30M30130''Tools for AI Developers to connect language models with external data sources. ...LangchainGP1Level Tier V - 5 5 V 1555Monthly/ 30M30130'Open source AI agent framework designed to build, deploy and manage complex generative AI agent workflows. ...LangGraphGP1Level Tier V - 5 5 V 1555Monthly/ 30M30130''Open-source data orchestration framework available in Python and TypeScript, designed to connect large language models with private or domain-specific data for generative AI applications. ...LlamaIndexGP1Level Tier V - 5 5 V 1555Monthly/ 30M30130'System-wide performance analysis tool designed to visualize an application’s algorithms, identify the largest opportunities to optimize, and tune to scale efficiently across any quantity or size of CPUs and GPUs ...NsightGP1Level Tier V - 5 5 V 1555Monthly/ 30M30130''Python Library supporting the development of AI and machine learning. ...PyTorchGP1Level Tier V - 5 5 V 1555Monthly/ 30M30130'Enables organizations to collaborate, build AI-powered data apps, and unlock data insights—all within a secure and scalable AI Data Cloud. ...SnowflakeGP1Level Tier V - 5 5 V 1555Monthly/ 30M30130...Total Skill Points:542953170Objective is the primary goal of the task...Description- Link is a way to share an internal link to the task (if there is one)...Job LinkSkills Label™ Patent 11587190 skillslabel.com
  


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A Job Label is a complete ROI for a standard job listing lasting a year or less. Job Labels standardize what skills are required for both prior experience and first year application.

A template establishes baseline job requirements. A job posting and the company listing the job should have different requirements, so on a Job Label the referenced skills and their definitions change. Skills might get added or removed.

Use Job Labels to attract professionals. A clear advantage with Job Labels are they allow evaluations to consider not only a credential (degree or certificate), but whether workers are able to apply the necessary skills neeeded for the job.

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