Expert AI/ML Architect at QuestionPro
2 days ago
At QuestionPro, we're passionate about delivering high-quality software solutions at scale. Our team has continuously evolved over the last decade and a half, adopting a wide range of technologies to process millions of survey responses weekly and produce real-time insights.
We have solved genuine problems with AI, not just on the GPT waiver but even before the hype. Our small, independent teams are empowered by an open and flexible culture that allows people to grow beyond their limits. You'll work on innovative projects directly with our Executive Team & Customers alongside some of the best Engineers.
Position Overview:
As an Expert AI/ML Architect at QuestionPro, you will play a key role in designing, developing, and deploying machine learning models and artificial intelligence solutions, focusing on leveraging OpenAI technologies. You will collaborate closely with cross-functional teams, including data scientists, software engineers, and domain experts, to implement and optimize algorithms that enhance our products and services.
Key Responsibilities:
- Model Development & Deployment: Build, deploy, and maintain machine learning models using frameworks such as TensorFlow, PyTorch, and Scikit-learn. Implement statistical techniques (e.g., regression, clustering) and ensure scalable production integration.
- MLOps & Automation: Develop and manage end-to-end MLOps pipelines, including model versioning, monitoring, and retraining using tools like MLflow, Kubeflow, and SageMaker. Ensure continuous integration and deployment of models (CI/CD) with Jenkins, Git, Terraform, and containerization (Docker, Kubernetes on AWS EKS).
- Pipeline Management: Create and maintain robust data pipelines using Apache Airflow, orchestrating ML workflows on Databricks and Apache Spark (PySpark).
- Optimization & HPC: Optimize GPU workloads and manage high-performance computing (HPC) environments. Conduct hyperparameter tuning and leverage distributed computing for model training.
- Cross-functional Collaboration: Collaborate with data scientists, engineers, and product teams to align AI/ML initiatives with business goals. Translate business requirements into ML models and statistical analysis tasks.
- Lifecycle Management: Oversee the full ML lifecycle, including model validation, deployment, monitoring, and regular updates using statistical metrics and performance evaluations.
Tech Stack:
- Languages: Python (required), R, Java (preferred)
- ML Frameworks: TensorFlow, PyTorch, Scikit-learn, LangChain, LLAMA, XGBoost, LightGBM, Keras
- MLOps Tools: MLflow, Kubeflow, SageMaker, TFX (TensorFlow Extended)
- Statistical Tools: R, Python (pandas, NumPy, SciPy, statsmodels)
- Data Engineering: Apache Spark (PySpark), Databricks
- CI/CD & Orchestration: Jenkins, Git, Terraform, Apache Airflow, CircleCI
- Containerization: Docker, Kubernetes
- Data Management: SQL, NoSQL, Vector Databases
Operating Systems: Linux (required), Windows (optional)
Qualifications:
- Bachelor's or Master's in Computer Science, Artificial Intelligence, Machine Learning, or a related field.
- Proven experience in developing and deploying machine learning models, with a specific focus on OpenAI technologies, in real-world applications.
- Proficiency in programming languages such as Python, and experience with OpenAI frameworks (e.g., GPT, Codex).
- Strong understanding of statistical modeling, feature engineering, and data preprocessing techniques, with an emphasis on OpenAI methodologies.
- Solid understanding of software engineering principles, version control, and collaborative development workflows.
- Excellent problem-solving and critical-thinking skills with a keen attention to detail.
- Effective communication skills and the ability to work collaboratively in a team environment.
The estimated salary for this position is $150,000 - $200,000 per annum, based on industry standards and location factors. We encourage applicants who share our passion for pushing the boundaries of artificial intelligence and machine learning to apply.
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