Job Overview
SquarePeg is seeking an experienced Generative AI Engineer to join our team in Chicago, Illinois. This role focuses on leveraging Google Cloud Platform's Generative AI models to develop innovative solutions in the healthcare sector. The successful candidate will be responsible for enhancing AI model performance and reliability, with a strong emphasis on ethical AI applications.
Responsibilities
- Develop and implement advanced Generative AI models using Google Cloud Platform (GCP) tailored for healthcare applications.
- Utilize Reinforcement Learning with Human Feedback (RLHF), Transfer Learning, and Model Fine-Tuning techniques to optimize AI models.
- Identify and mitigate biases in AI models to ensure ethical and accurate healthcare solutions.
- Develop strategies to reduce AI model hallucinations for reliable healthcare predictions.
- Perform data preprocessing, indexing, and feature engineering specific to healthcare data.
- Collaborate with cross-functional teams to align AI solutions with healthcare needs and regulations.
- Ensure compliance with HIPAA and data privacy standards in all AI applications.
- Utilize programming languages such as Python, TensorFlow, and PyTorch for AI development.
- Manage projects using Agile methodologies and tools like JIRA and Confluence.
Qualifications
- Proven experience in developing Generative AI models, preferably within the healthcare industry.
- Proficiency in Google Cloud Platform (GCP) and Vertex AI.
- Strong programming skills in Python, TensorFlow, and PyTorch.
- Expertise in AI techniques such as Reinforcement Learning with Human Feedback (RLHF), Transfer Learning, and Model Fine-Tuning.
- Experience in implementing bias mitigation techniques in AI models.
- Knowledge of strategies to reduce AI model hallucinations.
- Familiarity with data preprocessing, indexing, and feature engineering for healthcare data.
- Understanding of HIPAA compliance and data privacy in AI solutions.
- Experience with Agile project management methodologies and tools like JIRA and Confluence.
Key Skills
- Generative AI: Expertise in GCP's GenAI models, focusing on healthcare applications.
- AI Techniques: Reinforcement Learning with Human Feedback (RLHF), Transfer Learning, Model Fine-Tuning.
- Bias Mitigation: Implementing techniques to identify and reduce bias in AI models, particularly in healthcare.
- Hallucination Reduction: Strategies to minimize AI model hallucinations for accurate healthcare predictions.
- Data Processing: Indexing, data preprocessing, and feature engineering tailored for healthcare data.
- Programming Languages: Python, TensorFlow, PyTorch.
- Cloud Platforms: Google Cloud Platform (GCP), Vertex AI.
- Tools and Libraries: TensorFlow, Keras, Hugging Face Transformers, Google AI Platform.
- Healthcare Regulations: Understanding of HIPAA compliance and data privacy in AI solutions.
- Project Management: Agile methodologies, JIRA, Confluence.
This position offers an exciting opportunity for career growth and progression for those passionate about cutting-edge technology and making a tangible impact in the healthcare industry.
Benefits Extracted with AI
- Medical insurance
- Vision insurance
- Dental insurance
- 401(k)
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