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AI/ML Engineer (Hybrid NLP + Classification)

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Build hybrid NLP system for SAP catalog mapping

Design and build AI component for plant maintenance data migration, creating a hybrid rule-based and ML system for catalog mapping and anomaly detection. Work with a small senior team in 8 Agile-Scrum sprints over 16 weeks. Deliverables include AI/ML architecture design document and microservice-wrapped model.

Why This Role?

Work with a Fortune 500 global energy company on a strategic initiative

Key Responsibilities

  • Author AI/ML architecture design document
  • Build 4-tier catalog code mapping engine
  • Implement AI anomaly detection module
  • Design and implement model feedback loop

Requirements

  • NLP/text classification in Python
  • AI architecture documentation
  • Rule-based NLP and ML classification pipeline

Required Skills

pythonnlpmachine-learningsapmicroservicesMachine LearningScikit-learnHuggingFace Transformers

Indonesia Context

Working Hours Overlap:
Minimal overlap — opposite hours
See remote (USD) vs local pay →
View Original Description from Ashby Job Boards

Original description from Ashby Job Boards

Hi there :) Thanks for checking in to find out about our open position. We´ll provide as much information as possible, but please feel free to reach us if you have further questions. We´ll be happy to see your application, even if there are skills you don't quite master! About Us At South Geeks, we engage top-performing Software Engineers, Security Experts, and Data Analysts from Latin America to join our clients' teams worldwide. For over 8 years, we've been helping future-shaping companies scale faster by curating world-class tech talent and building long-lasting, strategic partnerships. We pride ourselves on a people-centered culture that powers innovation, collaboration, and excellence.   About the Client Our client is a Fortune 500 global energy company running a strategic initiative to migrate historical Plant Maintenance data into SAP S/4HANA through a governed, auditable web application integrated with SAP CPI. The work runs in 8 Agile-Scrum sprints over 16 weeks, fully remote, with a small senior team operating end to end.   About the Role We are looking for a part-time AI/ML Engineer to design and build the AI component of the platform: a hybrid rule-based plus ML system that maps contractor free-text into a 4-tier SAP catalog hierarchy, flags anomalies, and learns from operator corrections.   Assignment Highlights - 3-month engagement - 6 to 10 hours per week during active phases - 100% remote, Eastern Time overlap for gate and sprint reviews - BYOD   Key Responsibilities - Author the AI/ML Architecture Design Document - Recommend an accuracy threshold for the catalog mapping engine. - Build the 4-tier catalog code mapping engine for SAP catalog types. - Implement the AI anomaly detection module. - Design and implement the "Train Model" feedback loop where operator corrections retrain the model. - Wrap the model as a microservice for the main app.   What You Need to Succeed in This Role - NLP / text classification in Python (scikit-learn or HuggingFace transformers). - AI architecture documentation: a clean model design doc readable by non-technical reviewers. - Rule-based NLP (keyword extraction, regex, scoring logic). - ML classification pipeline (training data preparation, evaluation, tuning). - Anomaly detection in tabular data. - Python data science stack (pandas, numpy, scikit-learn, optionally spaCy). - Model feedback loop design. - API / microservice wrapping of an ML model.   Nice to have: precision/recall trade-off framing for catalog mapping; SAP catalog code domain knowledge.   Our Team We strive to create an inspiring and growth-oriented environment where everyone feels valued, heard, and empowered. We promote both personal and professional development, with individualized support for your needs and concerns. We aim to build a space where everyone can thrive.   What We Offer - 100% remote work - Payment in USD   This position is available for candidates based in LATAM.

Salary Context

Similar Engineering roles on LokerDollar pay around $170k/yr (range $855–1000k/yr, n=845 active listings).

Hiring at South Geeks

South Geeks has 6 other active roles on LokerDollar and has been hiring here since Sep 6, 2026 — across Engineering, Writing & Content.

View all South Geeks openings →
Estimated salary
$120k–200k/yr
Based on similar roles — not stated by the employer
Job Type
full time
Location
Remote · US East hours
~0h overlap with Jakarta hours
Category
Seniority
mid
PostedNew & verified
Aug 20, 2026

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Frequently asked questions

Is AI/ML Engineer (Hybrid NLP + Classification) at South Geeks a remote job?
Yes. AI/ML Engineer (Hybrid NLP + Classification) at South Geeks is a fully remote role open to candidates worldwide.
What type of employment is AI/ML Engineer (Hybrid NLP + Classification) at South Geeks?
This is a full time position.
How do I apply?
Click the "Apply" button on this page to go to the official application at South Geeks.

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