21 provides technical support before and when the client company need to structure or re-organize data base.
          We work with: Kafka; RDBMS: MySQL, PostgleSQL, MariaDB, MongoDB,ArangoDB, local files; Nginx, Percona, etc
        - Technical  Assessment
        We assess database, related information, documents, use cases, etc
        - Data Pre-processing
        We design database structure and sort out unorganize data to be useful data (in ISMS compliant-level) secure way.
        - Design (Schema, Configuration)
        We design schema, configuration and system according to the structure of data base.
        - System Configuration
        Depending on system operation or data analysis requirements, we design system settings and configuration based on varieties of:files, documents, users, access conditions, etc)
21 deliver big data analysis with machine learning and other advanced proven approaches.
          We work with: Hadoop, Spark, GPU CuDNN, CPUs, MKL, etc
         - Keyword Extraction
        We extract specific keywords (e.g.id, names, time stamps, etc) from clients' dataset to narrow down focal points. Also we can create a custom keyword dictionary for a specific domain to improve performance and efficiency.
        - Document Categorization
        By analyzing, with machine learning, of emails, documents and other data, we automaticly categorize data based on topics/subjects such as spam, positive/negative, etc. This analysis is applicable for improving efficiency of data analysis.
        - Anomaly detection analysis
        With time-series data (e.g. logs, customer behavioral data, etc.), we can detect anomaly such as abrupt surge of certain items under certain conditions or unusual behaviors.
        - Trend Analysis
        To optimize performance and improve practicality, we analyze data usage and relating information.
        - Performance Analysis and Tuning Service
        
21  develop applications enhanced with machine intelligence powered or other various approaches. 
          We work with: Pyhon, Flask, django, Java, Payler, Scala, JS, React, etc
          - Feasibility Test
          Test and POC before starting new system development. Prior toimplementing new system, we test and demo. 
          - System development
          According to clients' specifications or specifications defined through our System Design service, we develop system
          - Project Support
          Technical support for system development or testing.
          - Consulting
          We are happy to support materializing clients' seeds.