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Machine Learning Engineer

3 months ago

Austin, United States augmentjobs Full time
Job DescriptionJob Description

Position Overview: We are looking for a skilled and motivated Machine Learning Engineer to join our team. As a Machine Learning Engineer, you will be responsible for designing, implementing, and deploying machine learning models and systems that solve complex business problems and drive innovation. You will collaborate closely with data scientists, software engineers, and cross-functional teams to deliver scalable and robust machine learning solutions.

Roles and Responsibilities:

  1. Machine Learning Model Development:

    • Design and develop machine learning models and algorithms to address business challenges and opportunities.
    • Implement state-of-the-art machine learning techniques and frameworks to analyze and interpret large datasets.
    • Optimize models for performance, scalability, and reliability in production environments.

  2. Data Preparation and Feature Engineering:

    • Collect, preprocess, and clean data from various sources to build high-quality datasets for model training.
    • Perform feature engineering and selection to enhance model accuracy and generalization capabilities.
    • Collaborate with data engineers to ensure efficient data pipelines and data quality.

  3. Model Training and Evaluation:

    • Train, validate, and test machine learning models using appropriate methodologies and metrics.
    • Conduct experiments and iterate on models to improve performance and achieve desired outcomes.
    • Implement model monitoring and evaluation strategies to ensure ongoing model accuracy and effectiveness.

  4. Deployment and Integration:

    • Deploy machine learning models into production environments and integrate them with existing systems and applications.
    • Collaborate with software engineering teams to implement scalable and efficient APIs and services for model inference.
    • Ensure robustness, scalability, and security of deployed machine learning solutions.

  5. Collaboration and Communication:

    • Work closely with data scientists, product managers, and stakeholders to understand business requirements and translate them into technical solutions.
    • Communicate technical concepts, methodologies, and results to non-technical stakeholders in a clear and concise manner.
    • Collaborate with cross-functional teams to drive the adoption of machine learning solutions and support ongoing improvements.

Skills and Qualifications:

  • Proven experience (X+ years) as a Machine Learning Engineer or similar role, with a strong background in machine learning, deep learning, and data science.
  • Proficiency in programming languages commonly used in machine learning (e.g., Python, TensorFlow, PyTorch, scikit-learn).
  • Solid understanding of machine learning algorithms, statistical models, and optimization techniques.
  • Experience with data preprocessing, feature engineering, and model evaluation.
  • Familiarity with cloud platforms (e.g., AWS, Azure, GCP) and containerization technologies (e.g., Docker, Kubernetes).
  • Strong analytical and problem-solving skills, with the ability to troubleshoot complex issues and drive solutions.
  • Excellent communication and collaboration skills, with the ability to work effectively in a team environment.

Education:

  • Bachelor's degree in Computer Science, Engineering, Mathematics, or a related field; advanced degree (e.g., Master's, PhD) in Machine Learning or Data Science is preferred.

Additional Attributes:

  • Passion for machine learning and artificial intelligence, with a desire to innovate and apply new technologies to solve real-world problems.
  • Ability to thrive in a fast-paced, dynamic environment and adapt to evolving business requirements.
  • Detail-oriented and results-driven, with a focus on delivering high-quality machine learning solutions that meet business objectives.

This job description outlines the critical responsibilities and qualifications expected of a Machine Learning Engineer role, emphasizing expertise in machine learning model development, data preparation, model deployment, collaboration, and communication. Adjustments can be made based on specific company needs, industry focus, and organizational structure.