Development of an NLP Model for Clinical Note Transcription and Categorization
We are seeking enthusiastic data science and analytics students to work on an exciting project aimed at improving healthcare documentation through natural language processing (NLP). This project involves training an NLP model to transcribe audio recordings from clinical follow-up appointments and categorize the information into the SOAP (Subjective, Objective, Assessment, Plan) format. The project will utilize advanced machine learning techniques and cloud-based tools. **Key Responsibilities**: 1. **Data Collection and Preparation**: - Collect and preprocess audio recordings and transcriptions from clinical follow-up appointments. - Annotate data with SOAP categories and generate synthetic data if necessary. 2. **Model Selection and Initial Training**: - Choose and fine-tune a pre-trained NLP model (e.g., BERT, GPT-3). - Implement transfer learning techniques and perform initial training on annotated datasets. 3. **Model Training and Validation**: - Set up and execute training pipelines. - Conduct hyperparameter tuning and validate model performance using appropriate metrics. 4. **API Deployment**: - Deploy the trained model as an API endpoint. - Develop API documentation and ensure seamless integration with other applications. **
AI Chatbots for healthcare clinic
Digital Transformation for Mimico Physiotherapy and Chiropractic Clinic Project Description:Seeking a multidisciplinary team to lead a comprehensive digital transformation at Mimico Physiotherapy and Chiropractic Clinic. The project aims to enhance patient care, streamline operations, and boost our online presence through innovative digital solutions. We’re looking to integrate AI chatbots, leverage Google Workspace, conduct a digital transformation assessment and implement a range of digital tech disciplines including digital marketing, UX/UI design, and data management among others.