Tools and Technologies: Part 2
Examples of tools and technologies that can be used by a health informaticist
Advanced tools and technologies for health informaticists...
{
"skills": {
"projectManagementSkills": {
"ex1": "Project Planning",
"ex2": "Risk Management",
"ex3": "Agile Methodology",
"ex4": "Scrum",
"ex5": "Kanban",
"ex6": "Project Communication",
"ex7": "Stakeholder Management",
"ex8": "Resource Allocation",
"ex9": "Budgeting",
"ex10": "Project Documentation"
},
"traditionalStatistics": {
"ex1": "Descriptive Statistics",
"ex2": "Inferential Statistics",
"ex3": "Hypothesis Testing",
"ex4": "Regression Analysis",
"ex5": "ANOVA",
"ex6": "Experimental Design",
"ex7": "Sampling Techniques",
"ex8": "Statistical Modeling"
},
"mlAi": {
"ex1": "Machine Learning",
"ex2": "Deep Learning",
"ex3": "Natural Language Processing (NLP)",
"ex4": "Computer Vision",
"ex5": "Reinforcement Learning",
"ex6": "Model Evaluation",
"ex7": "Feature Engineering",
"ex8": "Model Deployment"
},
"cloud": {
"ex1": "Amazon Web Services (AWS)",
"ex2": "Microsoft Azure",
"ex3": "Google Cloud Platform (GCP)",
"ex4": "IBM Cloud",
"ex5": "Oracle Cloud",
"ex6": "Alibaba Cloud",
"ex7": "VMware Cloud",
"ex8": "Red Hat OpenShift",
"ex9": "DigitalOcean"
}
},
"technologies": {
"emrs": {
"ex1": "Cerner",
"ex2": "Epic",
"ex3": "Allscripts",
"ex4": "MEDITECH",
"ex5": "Athenahealth",
"ex6": "NextGen Healthcare",
"ex7": "eClinicalWorks",
"ex8": "GE Healthcare",
"ex9": "EpicCare",
"ex10": "CPSI Evident"
},
"dataVisualizationPlatforms": {
"ex1": "Tableau",
"ex2": "Microsoft Power BI",
"ex3": "QlikView",
"ex4": "Domo",
"ex5": "Google Data Studio",
"ex6": "Sisense",
"ex7": "Looker",
"ex8": "Plotly",
"ex9": "Dundas BI"
},
"dataLanguages": {
"ex1": "Python",
"ex2": "R",
"ex3": "Scala",
"ex4": "Julia",
"ex5": "MATLAB"
},
"mlAi": {
"ex1": "TensorFlow",
"ex2": "PyTorch",
"ex3": "Keras",
"ex4": "Scikit-learn",
"ex5": "Apache Spark MLlib",
"ex6": "H2O.ai",
"ex7": "Caffe",
"ex8": "Microsoft Cognitive Toolkit (CNTK)",
"ex9": "Weka",
"ex10": "MXNet"
},
"relationalDatabases": {
"ex1": "MySQL",
"ex2": "Oracle",
"ex3": "SQLite",
"ex4": "PostgreSQL",
"ex5": "Microsoft SQL Server",
"ex6": "IBM Db2",
"ex7": "MariaDB",
},
"nonRelationalDatabases": {
"ex1": "MongoDB",
"ex2": "Cassandra",
"ex3": "Amazon DynamoDB",
"ex4": "Apache CouchDB",
"ex5": "Neo4j",
"ex6": "Redis",
"ex7": "HBase",
"ex8": "Elasticsearch",
"ex9": "RavenDB",
"ex10": "Couchbase"
},
"cloud": {
"AWS": {
"compute": {
"Amazon EC2": "Elastic Compute Cloud",
"AWS Lambda": "Serverless Compute",
"Amazon ECS": "Elastic Container Service"
},
"storage": {
"Amazon S3": "Simple Storage Service",
"Amazon EBS": "Elastic Block Store",
"Amazon EFS": "Elastic File System"
},
"database": {
"Amazon RDS": "Relational Database Service",
"Amazon DynamoDB": "NoSQL Database",
"Amazon Redshift": "Data Warehouse"
}
},
"Azure": {
"compute": {
"Azure Virtual Machines": "Virtualized Compute",
"Azure Functions": "Serverless Compute",
"Azure Kubernetes Service": "Container Orchestration"
},
"storage": {
"Azure Blob Storage": "Object Storage",
"Azure Disk Storage": "Persistent Storage",
"Azure File Storage": "Network File Shares"
},
"database": {
"Azure SQL Database": "Managed Relational Database",
"Azure Cosmos DB": "NoSQL Database",
"Azure Database for PostgreSQL": "Managed PostgreSQL"
}
},
"GCP": {
"compute": {
"Google Compute Engine": "Virtual Machines",
"Google Cloud Functions": "Serverless Compute",
"Google Kubernetes Engine": "Managed Kubernetes"
},
"storage": {
"Google Cloud Storage": "Object Storage",
"Google Persistent Disk": "Block Storage",
"Google Cloud Filestore": "File Storage"
},
"database": {
"Cloud SQL": "Managed Relational Database",
"Cloud Firestore": "NoSQL Database",
"Bigtable": "Wide-Column Store"
}
}
},
"projectManagementTooling": {
"ex1": "Microsoft Project",
"ex2": "Jira",
"ex3": "Trello",
"ex4": "Asana",
"ex5": "Monday.com",
"ex6": "Wrike",
"ex7": "Smartsheet",
"ex8": "Basecamp",
"ex9": "ClickUp",
"ex10": "Airtable"
}
}
}