[Remote] Machine Learning Engineer, Predictive Maintenance at MaintainX

San Francisco, California, United States

MaintainX Logo
Not SpecifiedCompensation
Junior (1 to 2 years)Experience Level
Full TimeJob Type
UnknownVisa
Industrial Technology, IoTIndustries

Requirements

  • Strong foundational knowledge in machine learning, data science, and statistical modeling
  • Familiarity with time-series modeling techniques and feature engineering
  • Experience in deploying machine learning models on real-world use cases and continuously improving the model performance with feedback
  • 3+ years of proven programming skills using standard ML tools such as Python, PyTorch, Tensorflow etc
  • Master’s or Ph.D. in Computer Science, Data Science, Mechanical Engineering, Electrical Engineering, or a related field with a focus on condition monitoring or machine learning applications
  • Hands-on experience developing models for OT and vibration analysis, condition monitoring, and fault detection or classification
  • Familiarity with signal processing techniques (e.g., Fourier transforms, wavelet analysis) and their application to OT and vibration data

Responsibilities

  • Develop and train machine learning models for fault detection and classification based on time-series sensor data
  • Perform exploratory data analysis (EDA) on vibration, OT and time-series data to uncover insights and identify patterns indicative of faults or anomalies
  • Experiment with and evaluate various algorithms, including time-series modeling, signal processing, and statistical methods, to optimize model performance
  • Collaborate with domain experts to validate findings and ensure alignment with real-world applications
  • Document workflows, experiments, and methodologies to ensure reproducibility and knowledge sharing across the team
  • Participate in on-call duties

Skills

Machine Learning
Data Science
Statistical Modeling
Time-Series Modeling
Feature Engineering
Signal Processing
Exploratory Data Analysis (EDA)
Model Deployment
Model Performance Optimization

MaintainX

SaaS platform for maintenance management

About MaintainX

MaintainX provides a digital platform designed for maintenance and operations management, primarily targeting industrial clients in sectors like manufacturing and food and beverage. The platform operates as a software-as-a-service (SaaS) solution, enabling businesses to track both reactive maintenance, which addresses issues as they arise, and preventive maintenance, which involves regular checks to avoid problems. MaintainX enhances operational efficiency by incorporating artificial intelligence for tasks such as real-time inventory management and asset management. Unlike many competitors, MaintainX offers an open API for easy integration with existing systems and provides educational resources through its Academy to help clients fully utilize the platform. The company's goal is to drive digital transformation in maintenance and operations, improving productivity and reducing manual work for its users.

San Francisco, CaliforniaHeadquarters
2018Year Founded
$90.3MTotal Funding
SERIES_CCompany Stage
Industrial & Manufacturing, Enterprise Software, AI & Machine LearningIndustries
501-1,000Employees

Benefits

Health Insurance
Dental Insurance
Vision Insurance
401(k) Retirement Plan
Unlimited Paid Time Off
Company Equity
Stock Options

Risks

Emerging startups with similar SaaS solutions could erode MaintainX's market share.
Rapid technological advancements may strain MaintainX's resources to stay competitive.
Economic downturns in key industries could reduce spending on maintenance software.

Differentiation

MaintainX offers a comprehensive IoT-enabled maintenance platform for industrial teams.
The platform integrates AI to enhance predictive maintenance and operational efficiency.
MaintainX provides an open API for seamless integration with existing business systems.

Upsides

MaintainX raised $50M in Series C funding, boosting its growth potential.
The trend towards predictive maintenance aligns with MaintainX's AI-powered features.
Increased IoT adoption in industries drives demand for MaintainX's solutions.

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