Operations developer engineer
Job Overview
We are seeking a passionate and versatile AI/ML Ops + Developer Engineer who thrives at the intersection of software engineering, semiconductor engineering, machine learning, and scalable deployment. The ideal candidate will have experience building, training, and deploying ML models in real-world environments, while also being fluent in modern data engineering workflows and DevOps practices. This role is best suited for individuals who are excited by AI-driven applications, optimization problems, and ML lifecycle automation. Required Skills And Experience- ML Engineering: Hands-on experience with building, training, evaluating, and deploying ML/DL models using modern frameworks (e.g., PyTorch, TensorFlow, Scikit-learn, XGBoost).
- MLOps Foundations: Practical understanding of ML lifecycle orchestration using tools such as MLflow, SageMaker, or custom pipelines.
- Data Infrastructure: Experience with structured and unstructured data ingestion, feature engineering, and pipeline construction using Python, SQL, and cloud-native tools (e.g., AWS Lambda, S3, DynamoDB).
- Software Engineering: Proficiency in Python; familiarity with R, C++, or Java/Scala is a plus.
- Model Deployment: Exposure to containerization (Docker), REST API development, and deploying models to production environments.
- Version Control: Fluency with GIT for collaborative development and code management.
- LLMs & GenAI: Exposure to large language models (e.g., OpenAI APIs, HuggingFace), prompt engineering, fine-tuning, or RAG pipelines using LangChain or similar frameworks.
- Statistical & Time-Series Modeling: Knowledge of time-series forecasting techniques (ARIMA, LSTM), regression modeling, and statistical inference.
- Visualization & Dashboards: Ability to present model outputs and insights via interactive dashboards (e.g., Plotly Dash, Tableau).
- Reinforcement Learning: Familiarity with RL and decision-making systems, especially in constrained environments (e.g., IoT, robotics).
- DevOps Practices: CI/CD pipelines, infrastructure-as-code, cloud-based automation, and monitoring solutions.
- Visualization of Scientific Workflows: Experience working with high-dimensional biomedical, industrial, or simulation datasets.
- Multimodal Data Fusion: Ability to integrate diverse data sources (e.g., imagery, tabular, textual) into a unified ML workflow.
- BS or MS or PhD in Data Science, Computer Science, Engineering, or related technical field.
- Internship or full-time experience in applied ML roles across industry or research.
- A portfolio of ML applications or publications showing real-world problem-solving capability.
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