Responsibilities:
- Creates machine learning models and utilizes data to train models
- Focuses on analyzing data to find relations between the input and the desired output
- Understands business objectives and develops models that help achieve them along with metrics to track their progress
- Designs and develops machine learning and deep learning systems
- Runs machine learning tests and experiments Implements appropriate machine learning algorithms
General Skills:
- Experience managing available resources such as hardware data and personnel so that deadlines are met
- Experience analyzing the machine learning algorithms that could be used to solve a given problem and ranking them by their success probability
- Experience exploring and visualizing data to gain an understanding of it then identifying differences in data distribution that could affect performance when deploying the model in the real world
- Experience verifying data quality and/or ensuring it via data cleaning
- Experience supervising the data acquisition process if more data is needed
- Experience finding available datasets online that could be used for training
- Experience defining validation strategies
- Experience defining the preprocessing or feature engineering to be done on a given dataset Background in statistics and computer programming
- A team player with a track record for meeting deadlines managing competing priorities and client relationship management experience
Requirements
Experience and Skill Set Requirements:
Must Haves:
- 8 years experience managing/supporting large enterprise multi-tiered network infrastructure and applications
- Extensive knowledge and experience with the following:
- WebSphere Application Server (WAS)
- JBoss Enterprise Application Platform (EAP)
- General OS and Infrastructure
Skill Set Requirements:
WebSphere Application Server (WAS):
- Installation and configuration of WAS in both standalone and federated (ND/DMGR) setups
- Creation and management of profiles (cell node application server)
- Deployment of enterprise applications (EAR WAR JAR)
- JVM tuning and garbage collection management
- SSL configuration keystore/truststore management (e.g. ikeyman)
- Understanding of WebSphere security realms
- Troubleshooting startup issues hung threads application performance
JBoss Enterprise Application Platform (EAP):
- Installation and configuration of JBoss EAP (7.x or later versions) on Linux
- Migration from JBOSS Community to JBOSS EAP
- Standalone mode configuration
- Application deployment and tuning
- Datasource configuration (JDBC XA)
- Log management and troubleshooting
General OS and Infrastructure Skills:
- Strong Linux/Unix command-line skills
- Shell scripting (Bash Python preferred) for automation
- Knowledge of file systems systemd networking basics
- Experience with load balancers and their integration with WAS/JBoss
- Understanding of firewalls ports and secure communications (SSL TLS)
Security:
- Hardening of WAS and JBoss installations
- Patch management and vulnerability remediation
- Audit and logging best practices
WebSphere Application Server (WAS):
- Experience installing and configuration of WAS in both standalone and federated (ND/DMGR) setups
- Experience creating and managing profiles (cell node application server)
- Experience deploying enterprise applications (EAR WAR JAR)
- Experience with JVM tuning and garbage collection management
- Knowledge of SSL configuration keystore/truststore management (e.g. ikeyman)
- Understanding of WebSphere security realms
JBoss Enterprise Application Platform (EAP):
- Experience installing and configuration of JBoss EAP (7.x or later versions) on Linux
- Experience migrating from JBOSS Community to JBOSS EAP
- Experience with standalone mode configuration
- Experience application deployment and tuning
- Experience with datasource configuration (JDBC XA)
- Knowledge of log management and troubleshooting
General OS Infrastructure and Security Skills:
- Strong experience with Linux/Unix command-line and shell scripting (Bash Python preferred) for automation
- Knowledge of file systems systemd networking basics
- Experience with load balancers and their integration with WAS/JBoss
- Understanding of firewalls ports and secure communications (SSL TLS)
- Experience with hardening of WAS and JBoss installations
- Experience with patch management and vulnerability remediation
Public Sector Experience:
- At least five (5) years of public sector experience
Experience and Skill Set Requirements: Must Haves: 8+ years experience managing/supporting large enterprise multi-tiered network, infrastructure, and applications Extensive knowledge and experience with the following: WebSphere Application Server (WAS) JBoss Enterprise Application Platform (EAP) General OS and Infrastructure Skill Set Requirements: WebSphere Application Server (WAS): Installation and configuration of WAS in both standalone and federated (ND/DMGR) setups Creation and management of profiles (cell, node, application server) Deployment of enterprise applications (EAR, WAR, JAR) JVM tuning and garbage collection management SSL configuration, keystore/truststore management (e.g. ikeyman) Understanding of WebSphere security realms Troubleshooting startup issues, hung threads, application performance JBoss Enterprise Application Platform (EAP): Installation and configuration of JBoss EAP (7.x or later versions) on Linux Migration from JBOSS Community to JBOSS EAP Standalone mode configuration Application deployment and tuning Datasource configuration (JDBC, XA) Log management and troubleshooting General OS and Infrastructure Skills: Strong Linux/Unix command-line skills Shell scripting (Bash, Python preferred) for automation Knowledge of file systems, systemd, networking basics Experience with load balancers and their integration with WAS/JBoss Understanding of firewalls, ports, and secure communications (SSL, TLS) Security: Hardening of WAS and JBoss installations Patch management and vulnerability remediation Audit and logging best practices WebSphere Application Server (WAS): Experience installing and configuration of WAS in both standalone and federated (ND/DMGR) setups Experience creating and managing profiles (cell, node, application server) Experience deploying enterprise applications (EAR, WAR, JAR) Experience with JVM tuning and garbage collection management Knowledge of SSL configuration, keystore/truststore management (e.g. ikeyman) Understanding of WebSphere security realms JBoss Enterprise Application Platform (EAP): Experience installing and configuration of JBoss EAP (7.x or later versions) on Linux Experience migrating from JBOSS Community to JBOSS EAP Experience with standalone mode configuration Experience application deployment and tuning Experience with datasource configuration (JDBC, XA) Knowledge of log management and troubleshooting General OS, Infrastructure, and Security Skills: Strong experience with Linux/Unix command-line and shell scripting (Bash, Python preferred) for automation Knowledge of file systems, systemd, networking basics Experience with load balancers and their integration with WAS/JBoss Understanding of firewalls, ports, and secure communications (SSL, TLS) Experience with hardening of WAS and JBoss installations Experience with patch management and vulnerability remediation Public Sector Experience: At least five (5) years of public sector experience