AI at Lilly – Lead Architect
1 month ago
Lead Architect -AIThis position is for an expert in machine learning to help us extract value from our data. You will lead all the processes from data collection, cleaning, and preprocessing, to training models and deploying them to production. The key responsibilities will be to prepare modern Natural Language Technology (NLT) platforms to gain insights from key business data. The employee will be responsible for designing, implementing and managing data preparation and advanced analytics tools in addition to demonstrating insights from the varied sources of data to business users. Responsibilities also include developing and designing language understanding/generation systems and effectively using text representation techniques.Objectives of the role:Work in tandem with our engineering partners to identify and implement the most optimal cloud-based ML solutions for the company.
Research, design and adopt cutting-edge NLG algorithms to address real-world challenges such as summarization.
Define and document best practices and strategies regarding deployment and infrastructure maintenance.
Ensure ML Model performance, uptime, and scale, maintaining high standards of code quality and thoughtful design.
Maintain a platform that automates creating, training, deploying and updating machine learning models.
Managing BI Platforms in accordance with company security guidelines
Build effective relationships with business areas, strategic vendors, and key delivery partners such as the Advanced Analytics and Data Sciences (AADS) group to share expertise and seek opportunities to reuse internal processes and services, so we can streamline implementation and support of key systems.
Required /Proven experience with the following:Designing, developing, and researching Machine Learning systems, models, and schemes through data science and data analytics prototypes.
Understanding of Natural Language Processing (NLP), Natural Language Understanding (NLU) and Natural Language Generation (NLG)
Develop and implement technical efforts to design, build, and deploy AWS ML models at the direction of lead architects, including large-scale data processing, computationally intensive statistical modeling, and advanced analytics.
Familiarity with deep learning, machine learning and NLP/NLG frameworks (like Keras, TensorFlow or PyTorch etc.), HuggingFace Transformers and libraries (like scikit-learn, spacy, gensim, CoreNLP etc.)
Should have experience in AWS services such as SageMaker, Elasticsearch, and general knowledge of AWS architecture & other services
Ability to write robust code in Python, Java and R
Experience optimizing model hyperparameter tuning for speed and cost
Experience in building MLOps pipeline using MLOps frameworks like Kubeflow, MLFlow, and DataRobot
Experience with Docker and Kubernetes
Familiarity with Eventbridge and AWS step function for workload orchestration
Experience with Agile Development.
Good experience in process improvement/change management methods
Knowledge of various aspects of an enterprise technology architecture like business, information, data, network, and security
Understanding and knowledge of system development life cycle methodologies (such as waterfall, agile software development, rapid prototyping, and DevOps)
Understanding and knowledge of IT service management (ITSM) and Information Technology Infrastructure Library (ITIL)
Excellent analytical, planning, organizational and technical and skills
Skilled at influencing, guiding, and facilitating stakeholders and peers with decision making
Ability to articulate new ideas and concepts to technical and nontechnical audiences
Ability to understand the long-term ("big picture") and short-term perspectives of situations
Desirable Skills:8-16 years of production model deployment experience for ML solutions
Highly motivated/self-starter with a sense of ownership, willingness to learn, and desire to succeed.
Strong teamwork, problem-solving, and analytical skills
Deep knowledge of math, probability, statistics and algorithms
Strong understanding of Pharma Quality Standards and Practices
Excellent leadership and interpersonal skills (both verbal and written)
Lilly does not discriminate on the basis of age, race, color, religion, gender, sexual orientation, gender identity, gender expression, national origin, protected veteran status, disability or any other legally protected status.#WeAreLilly
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