H-E-B's Corporate Planning and Analysis Team needs to develop and maintain budgets and financial systems while providing current, reliable financial data, analysis, and technical information. The Senior Data Scientist will act as a Business Decision Scientist to build frameworks for cross-domain learning, uncover ML model causality, create enterprise domain-specific reasoning systems, and orchestrate reusable storytelling methodologies for AI translation to boost actionable insights and optimize resources.
Requirements
- Technical knowledge in programming languages: SQL, R, Python, Scala, Java, C/C++
- Technical knowledge in big data / ML optimization: GPU code optimization, Horovod, Spark MLlib optimization, Cython, JNI, Numba
- Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning, computer vision, NLP/NLU, reinforcement learning, meta-Learning, federated learning
- Technical skills to consider and apply causal reasoning representation and learning, and human-centric, explainable, responsible AI
- Expertise in ML visualization flow
- Expertise in optimizing distributed machine learning in a heterogeneous domain environment
- Ability to work comfortably with imperfect or incomplete data
Responsibilities
- Handles the design, creation, and maintenance of an ML platform and related environments.
- Manages Docker containers and Kubernetes clusters, oversees dependencies and configurations, and implements CI/CD pipelines for automated building, testing, and deployment of machine learning models.
- Monitors and optimizes model training performance and resource usage.
- Deploys ML models to production environments and manages model versioning and rollback mechanisms.
- Ensures scalable and reliable model serving using tools like Vertex, Databricks, TensorFlow Serving, Flask, or FastAPI, ensuring the infrastructure can scale to meet the growing demands as the complexity and number of ML models increase.
- Architects and develops Generative AI solutions utilizing Machine Learning and GenAI techniques.
- Handles both unstructured and structured data, preparing it to be used as context for Language Model Learning (LLM).
Other
- Once you're eligible, you'll become an Owner in the company, so we're looking for commitment, hard work, and focus on quality and Customer service.
- HEART FOR PEOPLE... willingness to mentor?
- HEAD FOR BUSINESS... skills to serve as technical lead to support decision-making for complex cross-functional business issues?
- PASSION FOR RESULTS... ability to generate business-valued questions and data-driven solutions?
- Work in a fast-paced retail environment with frequently shifting priorities
