Principal AI Engineer
Company
Morningstar
Location
Other US Location
Type
Full Time
Job Description
As a Principal AI Engineer at Morningstar Sustainalytics, you will play a key role in developing advanced AI solutions for applications in Environmental, Social, and Governance (ESG) domain. Your work will focus on areas such as:
- Extracting information automatically from unstructured documents
- Building Natural Language Generation (NLG) systems
- Developing text classification models
You will collaborate closely with a cross-functional team, including QA specialists, MLOps engineers, and Business Analysts, to drive innovation through ongoing experiments and proof-of-concept (POC) projects, leveraging cutting-edge AI technologies.
Responsibilities:
- Lead the development of production-ready machine learning models to solve real-world challenges, enabling analysts to make faster, more informed decisions while extracting meaningful insights from data.
- Process and prepare data through cleaning, transformation, feature engineering, and augmentation to optimize model performance.
- Design, fine-tune, and adapt machine learning models to address our unique data requirements.
- Propose new ML architectures and methodologies tailored to our evolving business requirements.
- Collaborate closely with cross-functional teams, including Business Analysts, , Software Architects, Quality Assurance and MLOps Engineers, to design, implement, and scale impactful AI solutions.
- Deliver flexible, incremental solutions in a dynamic environment, ensuring they align with evolving requirements.
- Drive continuous innovation and create Proof-of-Concepts (PoCs) to explore and integrate emerging AI technologies.
Requirements:
- Bachelor's or Master's degree in Computer Science, Engineering, or a related field.
- 5+ years of relevant experience in the field.
- Proven track record in developing machine learning projects.
- Proficiency in Python and with machine learning frameworks and libraries such as TensorFlow, PyTorch, Hugging Face, scikit-learn etc.
- Expertise in model training, fine-tuning, and adaptation of open-source models (e.g., Transformers, LLMs), with hands-on experience in transfer learning and domain adaptation.
- Proven experience in deploying and monitoring machine learning models in production environments.
- Experience working with diverse data types (e.g., tabular, text, images), along with advanced preprocessing, feature engineering, and data augmentation capabilities.
- Familiarity with cloud platforms like AWS and Azure.
- Strong communication and documentation abilities, including the capacity to explain complex technical concepts to non-technical stakeholders.
- Proficiency in documenting experiments to ensure reproducibility and knowledge sharing.
Some of the benefits you'll have:
- Competitive compensation package and bonus plan
- Public transport and gym reimbursement
- Annual development budget
- Hybrid flexibility: 3 times per week office work.
#LI-MD1
315_Sustainalytics SRL Legal Entity
Morningstar's hybrid work environment gives you the opportunity to work remotely and collaborate in-person each week. We've found that we're at our best when we're purposely together on a regular basis, at least three days each week. A range of other benefits are also available to enhance flexibility as needs change. No matter where you are, you'll have tools and resources to engage meaningfully with your global colleagues.
Date Posted
11/27/2024
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