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OneSeven Tech

General AI Specialist - PyTorch, MLflow, & Transformers

Posted 5 months ago
$3000 - $5500 per month
5-10 years experience
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AI Summary

The specialist will design and implement state-of-the-art Deep Learning models, particularly Transformers, while leading the standardization of reproducible ML environments using MLflow and DVC. They will also be responsible for building, profiling, and securing high-performance APIs to serve these models in production environments within fast-paced 1-week sprints.

Project Brief

We are seeking a high-caliber AI Specialist to build and scale advanced machine learning systems. You will be responsible for developing state-of-the-art models using Deep Learning and Transformer architectures while ensuring absolute reproducibility through expert-level MLOps. This role is at the intersection of rigorous mathematics and elite engineering, focusing on creating elegant solutions to complex AI problems.

 

Location: Remote LATAM

 

Must-Haves

 

Machine Learning & Frameworks: Strong proficiency in PyTorch or TensorFlow/Keras and hands-on experience with the Hugging Face ecosystem (Transformers, Datasets, Accelerate).

MLflow Mastery: Expert knowledge of MLflow Tracking, Projects, and Models for full lifecycle management.

Engineering Excellence: Expert-level Python (OOP, asynchronous programming) and advanced Git workflows including DVC.

Core Mathematics: Deep theoretical understanding of the Attention Mechanism, Gradient Descent, and Linear Algebra.

Deployment & Tooling: Proficiency with Docker and building/securing REST/gRPC APIs for model serving.

 

Nice to Have

 

Generative AI: Familiarity with RAG architectures and vector databases such as Pinecone, Milvus, or Weaviate.

Advanced MLOps: Experience with MLflow Recipes for standardized production workflows and basic Kubernetes orchestration.

Efficiency & Scale: Experience with DeepSpeed, ONNX Runtime, or NVIDIA TensorRT, and knowledge of distributed training (Ray, Horovod, or DDP).

Cloud Platforms: Hands-on experience with AWS SageMaker, GCP Vertex AI, or Azure ML.

 

What You Will Do

 

Model Development: Design and implement Deep Learning models and Transformers, using classical ML (Scikit-learn, XGBoost) for baseline comparisons.

Standardize Workflows: Lead the implementation of reproducible ML environments using MLflow and Data Version Control (DVC).

Production Engineering: Build, profile, and secure high-performance APIs to serve models in production environments.

Cross-Functional Delivery: Work within 1-week sprints to move fast from research to delivery, ensuring robust and scalable AI solutions.

 

Why This Could Be Your Next Big Move

 

Work on Cutting-Edge Tech at Scale - This is a unique opportunity to join an elite digital product agency where you will apply deep mathematical concepts to real-world products. You will have high influence over the AI architecture and MLOps standards, working in a fast-paced environment that prioritizes technical excellence and elegant engineering. If you are looking to bridge the gap between research-level AI and production-grade delivery, this is the place to do it.

 

Benefits & Compensation

 

Fully Remote - work from anywhere in Latin America.

Long-term contract - starting with a 6-month contract, then full-time.

Paid PTO - details provided per role.

Referral Program - earn a bonus for referring talent that gets hired.

 

To Apply

 

Please send your resume in English.

LinkedIn Profile URL (Required).

GitHub Repository - mandatory for this engineering-heavy AI role (Required).

Cover Letter (Optional but encouraged) - tell us about the most complex Attention-based model you have deployed to production.

 

About OneSeven Tech

Founded by James Sullivan, OneSeven Tech is a premier digital product agency serving startups and enterprises. Our clients have collectively raised over $100M in VC, and our enterprise partners include NASDAQ-listed companies. We work fully remote, move fast with 1-week sprints, and focus on elegant solutions to complex problems.

Salary: 3000 - 5500 USD Per month

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