Machine Learning Engineer - Power Systems

September 25

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Sea Change Advisors

Venture Capital β€’ Consulting β€’ Talent Advisory β€’ Recruiting β€’ Climate Tech

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Description

β€’ Design and lead the implementation of robust and scalable data science and machine learning architecture integrated into the product platform. β€’ Working with the R&D and Data Science teams, deploy prototype models to production. β€’ Re-train and re-deploy models based on quality parameters collected in continuous monitoring. β€’ Define and monitor quality parameters for ML models in production. β€’ Work closely with data science teams to take newly developed models into production. β€’ Optimize the performance, scalability, and reliability of ML Models and generative AI systems. β€’ Design, implement, and evaluate large-scale ML models and generative AI systems in the energy domain and applications. β€’ Design and implement ML toolchains and data platforms to scale ML solutions in production. β€’ Collaborate with other machine learning engineers, data scientists, and domain experts to understand the requirements and challenges of natural language processing and generation tasks. β€’ Define best practices for data engineering, feature engineering, and model deployment.

Requirements

β€’ Master's degree or PhD in Electrical, computer science, power systems, machine learning, natural language processing, or a related field. β€’ Strong knowledge in mathematical modeling, RNNs, CNNs, Transformers, LSTMs, transfer learning, reinforcement learning, imitation learning, GANs, and time-series analysis and modeling of dynamic systems. β€’ Prior experience in operationalizing machine learning workflows. β€’ Hands-on experience with AWS cloud technologies (SageMaker, Apache Airflow, Kubeflow, ECS/EKS). β€’ Prior experience in the electricity & energy domain is preferred. β€’ Strong experience in developing and deploying large-scale ML Models and generative AI systems using frameworks such as numpy, scipy, pandas, scikit-learn, TensorFlow, PyTorch, Hugging Face, or OpenAI). β€’ Proficient in Python and other programming languages for data analysis and machine learning. β€’ Excellent problem-solving, analytical, and communication skills. β€’ Passionate about natural language processing, generative AI, and creating impactful solutions.

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