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.
Implementation of Security Software- Absolute Resilence
Our physiotherapy clinic is seeking assistance to fully implement and optimize Absolute Resilience across six devices, including two all-in-one desktop, an Apple Mac Mini, and three other Windows-based devices. The project will involve enabling and configuring all the features offered by Absolute Resilience, creating a cloud-based management dashboard, and developing a user-friendly manual for the clinic owner. The project aims to improve the clinic’s infrastructure by ensuring robust security, efficient device management and compliance with healthcare regulations.
Predictive Analytics for Patient Care and Operational Efficiency
The main goal for the project is to develop and implement predictive analytics models using GA4 metrics to improve patient care and optimize operational efficiency at Mimico Physiotherapy and Chiropractic Clinic. This will involve several different steps for the team, including: - Data Collection and Cleaning: Aligning with the focus on data extraction and cleaning. - Metric Analysis: - Bounce Rate: Identifying high bounce rate pages. - Conversion Rate: Tracking conversion events. - Engagement Rate: Measuring session engagement. - CLV: Calculating and leveraging for targeted strategies. - EDA: Using visualization tools aligns with exploratory data analytics mentioned. - Predictive Modeling: Developing models using machine learning fits the data mining/machine learning scope. - Prescriptive Analytics: Providing actionable recommendations aligns with decision making and prescriptive analytics.
Project Title: Development of an AI-Powered Employee Support Chatbot
Project Description: We are seeking a team of skilled DevOps and backend developers to design and implement an AI-powered chatbot to enhance internal communication and support for our employees. The chatbot will provide instant responses to employee queries, automate routine tasks, and integrate seamlessly with our existing HR and IT systems(functionality can be modified, limited to one or two for MVP to keep within the limits of the scope of the Riipen project ) Project Goals: • Improve internal communication and support efficiency. • Automate routine tasks and provide quick access to information. • Ensure seamless integration with existing HR and IT systems. Skills and Experience Required: • Cloud Platforms: AWS, Azure • Programming: Java, Python, APIs • Containers and Virtualization: Docker, Kubernetes • Automation and Configuration Management: Jenkins, Ansible • AI and Machine Learning basics
Integration of VOIP Services and CRM System for Enhanced Patient Management
The main goal for the project is to integrate VOIP services with a CRM system to enhance patient management at Mimico Physiotherapy and Chiropractic Clinic. This will involve creating a seamless communication system between healthcare providers and patients, as well as optimizing patient data management within the CRM system.
Cybersecurity Assessment and Implementation Project
The main goal for the project is to assess the current IT structure of Mimico Physiotherapy and Chiropractic Clinic and implement cybersecurity measures to ensure the security and integrity of their data and systems. This will involve several different steps for the students, including: - Conducting a comprehensive assessment of the current IT infrastructure, including hardware, software, and network systems. - Identifying potential vulnerabilities and risks within the IT structure. - Developing and implementing cybersecurity measures such as firewalls, encryption, and intrusion detection systems. - Providing recommendations for ongoing cybersecurity best practices and training for the clinic's staff. - Creating a plan for incident response and disaster recovery in case of a cybersecurity breach.
Business Process Analysis and Technology Implementation Project
The main goal for the project is to conduct a business process analysis for Mimico Physiotherapy and Chiropractic Clinic and plan how technology can be implemented to automate repetitive tasks, improve operational efficiency, and workflow automation. This will involve several different steps for the students, including: - Conducting interviews with the staff to understand the current business processes and pain points. - Analyzing the existing workflow and identifying areas for improvement and automation. - Researching and recommending technology solutions that can streamline operations and improve efficiency. - Developing a plan for the implementation of the chosen technology solutions. - Creating a timeline for the implementation process and outlining the expected benefits.
Business Process Analysis for Mimico Physiotherapy and Chiropractic Clinic
The main goal for the project is to improve workflows and operational efficiency in the physiotherapy small business environment of Mimico Physiotherapy and Chiropractic Clinic. This will involve several different steps for the students, including: - Conducting interviews and observations to understand the current workflows and operational processes at the clinic. - Analyzing the gathered data to identify bottlenecks and areas for improvement. - Suggesting frameworks, software, or methodologies that can be used to analyze and improve the identified processes. - Proposing tech solutions, if possible, to enhance the identified processes. - Implementing the analysis recommendations and ensuring successful integration with the clinic's operations.
Appointment Scheduling Software
Our company has been serving thousands of customers for decades. We want to revamp our appointment system as it is outdated, and we would like to make the scheduling process more convenient and flexible for customers. We would like to collaborate with students to develop an improved appointment system. This will involve several different steps for the students, including: Familiarizing themselves with our company’s target market, products and services. Researching scheduling software options and their features. Selecting the best technologies for our appointment scheduling and recommending plans for implementation. Recommending new features to include in our appointment scheduling system. Bonus steps in the process would also include: Recommending improvements to our internal scheduling system.
Website Development
Our company advertises thousands of products online. We hope to update and revamp our existing website to attract more customers. We would like to work with students to develop a new website that is easy to maintain while providing an appealing interface for users. This can be achieved through common site building tools such as Wix, Webflow, and WordPress. This will involve several different steps for the students, including: Researching different site-building tools and their associated advantages / disadvantages. Conducting a needs analysis to determine which platform is most suitable. Building a website, with our assistance in providing the content. Providing training on updating and maintaining the website. Bonus steps in the process would also include: Testing prototypes with customers and refining ideas with feedback.
Growth Strategy Plan for Mimico Physiotherapy and Chiropractic Clinic
The main goal for the project is to create a growth strategy plan for Mimico Physiotherapy and Chiropractic Clinic. This will involve several different steps for the students, including: - Analyzing the existing business operations and structure to identify any gaps. - Developing solutions to overcome the identified gaps and suggesting practical ways to overcome them. - Suggesting best strategies for hiring the right candidates, identifying funding opportunities, and improving employee retention. - Implementing systems/strategies to enhance patient experience to improve long term relationships and word of mouth referrals - Analyzing the current workflow and suggesting if technology can automate mundane tasks. - Strategies for expansion for the clinic
Market Expansion Research
As a company, we currently exist in one market, but we believe we are ready to take our business to the next level and expand our scope of locations. With your help, we hope to assess our customer landscape beyond the demographics we currently cater to by learning about their expectations and behaviors. This will involve several different steps for the students, including: Researching the target market in potential new locations including demographic data such as spending power, proximity, accessibility, and location appeal, and creating a weighted decision matrix to assign importance to each factor. Creating a survey based on the location and demographic information above to be distributed by our company. Analyzing survey data using the weighted decision matrix to decide on the best location options for us to expand to. Compiling a report including the location analysis, and optimal location recommendations.
Workplace Automation using Tech
The main goal for the project is to develop workplace automation by using google cloud computer, google app sheet and other integration softwares to improve operational efficiency for Mimico Physiotherapy and Chiropractic Clinic. Also, suggest any technology (hardware and software) that needs to be to implemented to be able to achieve this primary gola
Digital Marketing Plan for Mimico Physiotherapy and Chiropractic Clinic
The primary goal for the project is to develop a comprehensive digital marketing plan for Mimico Physiotherapy and Chiropractic Clinic's Mimico location. This plan should primarily include following components-situation analysis, digital marketing strategy, tactics, web analytics, and evaluation and control of the digital marketing plan. The outcome is to give the clinical owners an insight about their current status in the digital market, the potential areas of development to improve the online leads and an action plan to fill the gaps and optimize their online presence and to stand out from their competitors.
Blogging
Our company offers physiotherapy,chiropractic and massage therapy services. We would like to create educational content on different medical conditions that would help our patients to better understand their medical conditions. It will also help us increase our online presence and create strong references for search engines like Google to rank us on the top and increase traffic to the website. We would like to collaborate with students to create blog posts on several medical conditions that we would be posting on our websites and social media sites to increase our online presence. This will involve several different steps for the students, including: Familiarizing themselves with our goals, target audiences, service and medical conditions Doing research on different medical conditions as suggested by the media company that currently takes care of our online presence Drafting blog posts based on keywords that will improve our business rankings Revising blog posts based on feed back provided