TRACTIAN đť—•đť—Ą

Machine Learning Engineer – Modeling & Algorithms

TRACTIAN đť—•đť—Ą  â€˘  SĂŁo Paulo, BR (Onsite)  â€˘  15 days ago
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Job Description

Data Science at TRACTIAN
The Data Science team at TRACTIAN focuses on extracting valuable insights from vast amounts of industrial data. Using advanced statistical methods, algorithms, and data visualization techniques, this team transforms raw data into actionable intelligence that drives decision-making across engineering, product development, and operational strategies. The team constantly works on optimizing prediction models, identifying trends, and providing data-driven solutions that directly enhance the company’s operational efficiency and the quality of its products.

What you'll do
We are looking for a Machine Learning Engineer who focuses on the mathematical and algorithmic side of the product, but who is also capable of implementing their own solutions. You will be responsible for the full development cycle of a model: from statistical analysis and prototyping to writing the production code and APIs that integrate the model into our platform.

Responsibilities

  • Algorithm Development: Design and train models to solve specific physical problems (e.g., machine uptime detection or production count prediction).
  • Signal Processing: Apply statistical methods to raw time-series data to extract meaningful features and reduce noise.
  • Validation: Define and monitor metrics (accuracy, recall, precision) to validate model performance on real-world data before and after deployment.
  • Model Serving: Develop and maintain RESTful APIs (using frameworks like FastAPI) to expose your models for real-time inference.
  • Production Standards: Write clean, modular, and testable Python code. You are expected to use version control, write unit tests, and follow software design patterns.
  • Performance Optimization: Profile and optimize model inference code to ensure low latency and efficient resource usage.

Requirements

  • Education: Bachelor’s degree in Computer Science, Mathematics, Physics, Statistics, or Engineering.
  • Modeling Core: Strong grasp of probability, statistics, and linear algebra. Practical experience with Time-Series Analysis and Signal Processing.
  • Python Proficiency: Advanced knowledge of Python and the data science stack (Pandas, NumPy, Scikit-Learn, PyTorch/TensorFlow).
  • Software Engineering: Experience writing production-grade software. You must be comfortable with Object-Oriented Programming (OOP) and writing API endpoints.
  • Testing: Habitual use of testing frameworks (e.g., PyTest) to ensure algorithmic stability.
  • Data Handling: Proficiency with SQL for data querying and analysis.

Bonus Points

  • Experience with  OEE (Overall Equipment Effectiveness) or industrial manufacturing data.
TRACTIAN đť—•đť—Ą

About TRACTIAN đť—•đť—Ą

A Tractian é a empresa líder de inteligência de máquina e de sistemas de monitoramento industrial. A Tractian desenvolve soluções simplificadas de hardware e software para oferecer aos técnicos de manutenção e aos tomadores de decisões industriais uma supervisão abrangente de suas operações. A missão da Tractian é tornar a vida de cada mantenedor da linha de frente das indústrias, os #BlueCaps, profundamente melhor.

Como um marco importante, a Tractian inaugurou a categoria de Assisted Maintenance (Manutenção Assistida) no setor industrial, estabelecendo-se como pioneira e líder na aplicação dessa tecnologia única. Essa categoria é baseada no conceito de predição auxiliada, onde a inteligência artificial identifica problemas nas máquinas e sugere ações preventivas a serem realizadas, fornecendo um valioso suporte aos profissionais de manutenção.

A categoria de Manutenção Assistida permite um apoio inimaginável para os profissionais de manutenção. Combinando expertise de chão de fábrica com tecnologia, os mantenedores poderão atuar nos problemas com mais assertividade.

A Tractian suporta as operações industriais que geram 5% do PIB da produção industrial mundial. Em termos práticos, significa que, a cada 1.000 dólares produzidos pela indústria mundial, 50 dólares são gerados em ambientes que usam as soluções da Tractian. Os clientes da Tractian obtêm um ROI de 6 a 12 vezes, com uma economia média de 6.000 dólares por máquina monitorada anualmente.

Industry
IT & Software
Company Size
501-1,000 employees
Headquarters
SĂŁo Paulo, BR
Year Founded
2019
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