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Entry level machine learning • clearwater fl
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Data Engineer - Machine Learning (Marketing Analytics)
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Job Description
Job Description
JOB SUMMARY
The Data Engineer- Machine Learning is responsible for scaling a modern data & AI stack to drive revenue growth, improve customer satisfaction, and optimize resource utilization. As an ML Data Engineer, you will bridge data engineering and ML engineering : build high‑quality feature pipelines in Snowflake / Snowpark, Databricks, productionize and operate batch / real‑time inference, and establish MLOps / LLMOps practices so models deliver measurable business impact at scale.
This role is required onsite at PODS headquarters in Clearwater, FL. The onsite working schedule is Monday - Thursday onsite with Friday remote.
It is NOT a remote opportunity.
ESSENTIAL DUTIES AND RESPONSIBILITIES
- Design, build, and operate feature pipelines that transform curated datasets into reusable, governed feature tables in Snowflake
- Productionize ML models (batch and real‑time) with reliable inference jobs / APIs, SLAs, and observability
- Setup processes in Databricks and Snowflake / Snowpark to schedule, monitor, and auto‑heal training / inference pipelines
- Collaborate with our Enterprise Data & Analytics (ED&A) team centered on replicating operational data into Snowflake, enriching it into governed, reusable models / feature tables, and enabling advanced analytics & ML—with Databricks as a core collaboration environment
- Partner with Data Science to optimize models that grow customer base and revenue, improve CX, and optimize resources
- Implement MLOps / LLMOps : experiment tracking, reproducible training, model / asset registry, safe rollout, and automated retraining triggers
- Enforce data governance & security policies and contribute metadata, lineage, and definitions to the ED&A catalog
- Optimize cost / performance across Snowflake / Snowpark and Databricks
- Follow robust and established version control and DevOps practices
- Create clear runbooks and documentation, and share best practices with analytics, data engineering, and product partners
MANAGEMENT & SUPERVISORY RESPONSIBILTIES
JOB QUALIFICATIONS : Essential Skills, Abilities, and Example Behavior(s)
DELIVER QUALITY RESULTS : Able to deliver top quality service to all customers (internal and external); Able to ensure all details are covered and adhere to company policies; Able to strive to do things right the first time; Able to meet agreed-upon commitments or advises customer when deadlines are jeopardized; Able to define high standards for quality and evaluate products, services, and own performance against those standards
TAKE INITIATIVE : Able to exhibit tendencies to be self-starting and not wait for signals; Able to be proactive and demonstrate readiness and ability to initiate action; Able to take action beyond what is required and volunteers to take on new assignments; Able to complete assignments independently without constant supervision
BE INNOVATIVE / CREATIVE : Able to examine the status quo and consistently look for better ways of doing things; Able to recommend changes based on analyzed needs; Able to develop proper solutions and identify opportunities
BE PROFESSIONAL : Able to project a positive, professional image with both internal and external business contacts; Able to create a positive first impression; Able to gain respect and trust of others through personal image and demeanor
ADVANCED COMPUTER USER : Able to use required software applications to produce correspondence, reports, presentations, electronic communication, and complex spreadsheets including formulas and macros and / or databases. Able to operate general office equipment including company telephone system
JOB QUALIFICATIONS : Education & Experience Requirements
Preferred Qualifications
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