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"
    }
  }
}