The following is a categorized list of AI tools and platforms, along with their key applications. 

1. General-Purpose AI Platforms (Cloud-based)

These platforms offer a wide array of AI services for development, deployment, and scaling of AI models and applications: 

  • Vertex AI: Google's unified platform for machine learning model training and deployment.
  • Microsoft Azure AI: A comprehensive suite of AI services, including tools for building generative AI models and apps.
  • Amazon SageMaker: A fully managed service for developing, training, and deploying machine learning models at scale.
  • IBM Watsonx (formerly IBM Watson): Combines generative AI and traditional ML for building and deploying AI models.
  • Google Cloud AI Platform: Integrates AI functionalities within Google Cloud services, offering tools like AutoML.
  • H2O.ai: A cloud-based AI solution for extracting insights from data and increasing productivity. 

2. Machine Learning Frameworks and Libraries 

These open-source tools provide the building blocks for developing machine learning models: 

  • TensorFlow: An open-source library for building and deploying ML models across various environments.
  • PyTorch: A deep learning framework favored for its flexibility and ease of use in research and development.
  • Keras: A user-friendly neural network library, often used on top of TensorFlow.
  • Scikit-learn: A Python library for data science and predictive analysis, offering various algorithms.
  • Hugging Face Transformers: Provides pre-trained models for Natural Language Processing (NLP) tasks. 

3. Conversational AI Platforms

These platforms enable the creation of chatbots and virtual assistants for engaging in natural language conversations: 

  • Rasa: An open-source platform for building customizable conversational AI chatbots and assistants.
  • OpenAI ChatGPT: A well-known chatbot capable of generating text and images.
  • Claude.ai: An AI assistant focused on security and data privacy, capable of processing large amounts of data and automating tasks.
  • IBM Watson Assistant: A platform for developing conversational AI applications. 

4. Data Analysis and Visualization Tools

AI-powered tools enhance data analysis, visualization, and insight generation: 

  • Domo: A data platform with AI-powered data visualization tools.
  • Zoho Analytics: An AI-powered BI and data analytics platform with strong data visualization capabilities.
  • ThoughtSpot: Combines AI with a search-based interface for data analysis.
  • Tableau: A data visualization tool with integrated AI capabilities.
  • Microsoft Power BI: Offers AI-powered data visualization and business intelligence features. 

5. Tools for Specific AI Tasks 

This category encompasses tools designed for specialized AI applications:

  • AI Productivity Tools: Tools for enhancing tasks like research, writing, and presentation creation.
  • AI Video Tools: Used for creating, editing, and enhancing videos.
  • AI Text Generators: Tools for generating various types of text content.
  • AI Image Tools: Tools for generating and editing images.
  • AI Audio Generators: Tools for creating and editing audio content.
  • AI Code Tools: Assist with code writing and development, including low-code/no-code options. 

6. AI Learning Platforms

These platforms utilize AI to personalize and improve the learning experience: 

  • 360Learning: An AI-powered collaborative learning platform combining features of an LMS, LXP, and Academies.
  • Docebo: A user-friendly, cloud-based platform for training, including AI-driven features like Deep Search and Auto-Tagging.
  • Sana Labs: Facilitates knowledge sharing and application through AI-powered search and real-time queries. 

7. Other Notable AI Platforms and Tools:

  • Databricks Lakehouse Platform: A hybrid data architecture for large-scale analytics and AI workloads.
  • Alteryx Intelligence Suite: Offers data blending and advanced analytics capabilities.
  • DataRobot: An AI platform designed for automated machine learning.
  • OpenCV: An open-source library focused on computer vision tasks.
  • NLTK (Natural Language Toolkit): A library for working with human language data in NLP. 

This list provides an overview of available AI platforms and tools, categorized to help you understand their primary uses and capabilities. 

 


 Summary of Recent IT Job Postings in the United States with URLs

1. Software Engineer (L2)

  • Source: UnlistedJobs (via X post)
  • Location: United States (Remote)
  • Summary: Develops and maintains software solutions, focusing on analytics and data processing. Responsibilities include coding, testing, and optimizing applications. Requires proficiency in Java, Python, Scala, AWS, Airflow, and Kafka. Salary range: $121k–$152k.
  • URL: https://t.co/wOSajhMndv

2. Senior Systems Engineer I

  • Source: UnlistedJobs (via X post)
  • Location: United States (Remote)
  • Summary: Designs and manages complex systems, focusing on analytics and machine learning infrastructure. Involves troubleshooting and system optimization. Requires skills in Java, Linux, Python, AWS, Pandas, SQL, Splunk, and Unix. Salary range: $96k–$125k.
  • URL: https://t.co/jSjSJRWzRI

3. Software Engineer

  • Source: UnlistedJobs (via X post)
  • Location: United States (Remote)
  • Summary: Builds software for healthcare applications, ensuring robust and secure systems. Responsibilities include coding, DevOps, and integration with APIs. Requires expertise in .NET, DevOps, GraphQL, Scala, Azure, OAuth, SQL, and MS SQL Server. Salary range: $85k–$130k.
  • URL: https://t.co/zVIBGqKg7k

4. Solutions Architect III

  • Source: UnlistedJobs (via X post)
  • Location: United States (Remote)
  • Summary: Designs and implements IT infrastructure solutions, focusing on cloud and database systems. Involves collaboration with cross-functional teams. Requires skills in Linux, MySQL, Hardware, Scala, AWS, Azure, SQL, Firewalls, Oracle, and VMware. Salary range: $175k–$203k.
  • URL: https://t.co/OU0nKihlHx

5. Software Engineer 2

  • Source: echojobs__io (via X post)
  • Location: Irving, TX, USA
  • Summary: Develops backend systems with a focus on microservices architecture for banking applications. Responsibilities include coding, testing, and deployment. Requires experience in microservices, Git, AWS, PostgreSQL, and Cassandra. Salary range: $105k–$124k.
  • URL: https://t.co/y51YMEZqUK

6. IT Specialist (Application Software)

  • Source: CBPJobs (via X post)
  • Location: United States
  • Summary: Acts as a software/application product owner, translating workforce planning and management requirements into technical specifications. Involves validating and composing functional requirements. Requires experience in software development and IT project management.
  • URL: https://t.co/iOUWEmL7X1

7. Software Engineer - Intern

  • Source: Javascriptjobbs (via X post)
  • Location: United States (Remote)
  • Summary: Assists in developing software applications, focusing on web development. Responsibilities include coding and testing under senior engineer guidance. Requires knowledge of JavaScript, ReactJS, Node.js, or Vue.js. Ideal for students or recent graduates.
  • URL: https://t.co/GoFjQ2Jw7B

8. IT Specialist

  • Source: IFS_Model (via X post)
  • Location: United States or Canada (Hybrid)
  • Summary: Supports IT operations, including system administration and user support. Involves maintaining IT infrastructure and troubleshooting issues. Requires prior IT support experience and strong problem-solving skills.
  • URL: https://t.co/JNJ3xg6XnG

9. Data Engineer

  • Source: CIO
  • Location: United States (Multiple locations)
  • Summary: Builds and maintains tools for processing large datasets, ensuring scalability and security. Requires a bachelor’s degree in computer science or related field, experience in data processing, and database management. Certifications like AWS Certified Data Analytics or Google Professional Data Engineer are preferred.
  • URL: https://www.cio.com

10. Information Security Analyst

  • Source: U.S. News Careers
  • Location: United States (Multiple locations)
  • Summary: Implements security measures to protect computer networks and systems. Involves monitoring threats and updating security protocols. Requires a bachelor’s degree in computer science or related field and cybersecurity experience. High demand due to growing cyber threats.
  • URL: https://money.usnews.com

11. IT Customer Service Analyst

  • Source: Indeed (Labcorp)
  • Location: Southeast, USA
  • Summary: Provides IT support to clinical and administrative staff, resolving technical issues and maintaining systems. Requires strong communication skills, IT support experience, and knowledge of healthcare IT systems.
  • URL: https://www.indeed.com/q-US-IT-jobs.html

12. QA Automation Tester

  • Source: Techfetch (DMS Vision, Inc.)
  • Location: Mesa, AZ, USA (Hybrid, 2 days onsite)
  • Summary: Develops and executes automated tests for software quality assurance. Involves working with C#, Selenium, JMeter/Postman, SQL, API testing, and Azure DevOps. Requires local candidates and 6+ months contract experience.
  • URL: https://www.techfetch.com

13. Senior Java Developer

  • Source: Techfetch (DMS Vision, Inc.)
  • Location: Remote (Occasional onsite in Madison, WI)
  • Summary: Develops Java-based applications, focusing on backend systems. Requires senior-level experience in Java and willingness to travel occasionally. Involves collaboration with cross-functional teams.
  • URL: https://www.techfetch.com

14. IT Manager

  • Source: U.S. News Careers
  • Location: United States (Multiple locations)
  • Summary: Coordinates computer-related activities, including hardware/software maintenance and network security. Requires a bachelor’s degree in IT or related field, experience in network administration, and strong organizational skills.
  • URL: https://money.usnews.com

15. Database Administrator

  • Source: U.S. Bureau of Labor Statistics
  • Location: Washington, USA (Leading employment state)
  • Summary: Manages and optimizes databases, ensuring data integrity and availability. Requires experience with database systems (e.g., MySQL, Oracle) and a bachelor’s degree in computer science or related field. High employment in Washington (5,980 jobs).
  • URL: https://www.bls.gov

Notes

  • Sources: Postings are sourced from recent X posts, Indeed, Techfetch, CIO, U.S. News Careers, and the U.S. Bureau of Labor Statistics, reflecting high-demand IT roles like software engineering, AI, cybersecurity, and database management.
  • Market Trends: The U.S. IT job market is projected to grow significantly, with 377,500 annual openings until 2032, driven by demand for AI, cloud computing, and cybersecurity skills. States like California, Texas, and New York lead in IT job opportunities.
  • Limitations: This is a curated sample due to the vast number of IT job postings. Some URLs link to general job boards as specific listing URLs were not always provided.
  • Accessing Full Listings: For detailed requirements and applications, visit the provided URLs or use platforms like Indeed, USAJOBS, Dice, or LinkedIn. USAJOBS is ideal for federal IT roles, offering filters for location and skills.
  • Additional Insights: Skills-based hiring is increasing, with 50% of April 2025 tech job postings not requiring a four-year degree, emphasizing skills like AI prompt engineering and cloud computing.

 


 Roles of a Vulnerability Assessor

  1. Security Risk Identification
    Identify, evaluate, and prioritize vulnerabilities in systems, applications, and networks.

  2. Assessment and Testing
    Conduct vulnerability assessments using automated tools and manual techniques to uncover security weaknesses.

  3. Security Auditing
    Perform security audits to ensure compliance with policies, standards, and regulations.

  4. Reporting and Documentation
    Provide detailed reports on identified vulnerabilities, their risk levels, and recommended mitigation strategies.

  5. Remediation Support
    Collaborate with IT and security teams to help prioritize and implement remediation efforts.

  6. Tool Management
    Configure, manage, and maintain vulnerability scanning tools and technologies (e.g., Nessus, Qualys, OpenVAS).

  7. Threat Intelligence Integration
    Incorporate threat intelligence to enhance the understanding and prioritization of vulnerabilities.

  8. Compliance Support
    Assist with security compliance initiatives (e.g., PCI-DSS, HIPAA, ISO 27001, NIST).


Responsibilities of a Vulnerability Assessor

  1. Conduct Regular Vulnerability Scans
    Run scheduled scans on systems and networks to detect vulnerabilities and misconfigurations.

  2. Analyze Scan Results
    Examine scan outputs to distinguish between false positives and genuine threats.

  3. Risk Assessment
    Evaluate the impact and likelihood of exploitation to prioritize remediation efforts.

  4. Communicate Findings
    Clearly explain vulnerabilities, risks, and suggested solutions to both technical and non-technical stakeholders.

  5. Maintain Up-to-Date Knowledge
    Stay informed about the latest security threats, exploits, and vulnerabilities.

  6. Improve Processes
    Recommend improvements to vulnerability management processes, policies, and security controls.

  7. Security Baseline Development
    Help define and enforce security baselines for systems and infrastructure.

  8. Support Incident Response
    Provide vulnerability information during incident investigations to assist with root cause analysis.

 A Security Engineer plays a critical role in safeguarding an organization’s digital assets, infrastructure, and data from cyber threats. Their day-to-day activities, roles, and responsibilities vary depending on the organization’s size, industry, and specific security needs, but generally, they focus on designing, implementing, and maintaining security measures to protect systems, networks, and applications. Below is a detailed breakdown of their typical activities, roles, and responsibilities:


Day-to-Day Activities

Security Engineers engage in a mix of proactive, reactive, and analytical tasks to ensure robust cybersecurity. Their daily routine might include:

  1. Monitoring and Incident Response:
    • Reviewing security alerts and logs from tools like SIEM (Security Information and Event Management) systems (e.g., Splunk, CrowdStrike, or Microsoft Sentinel).
    • Investigating potential security incidents, such as unauthorized access attempts, malware infections, or data breaches.
    • Responding to incidents by isolating affected systems, mitigating threats, and coordinating with incident response teams.
    • Documenting incidents and creating post-incident reports to improve future defenses.
  2. Vulnerability Management:
    • Conducting regular vulnerability scans and penetration tests using tools like Nessus, Qualys, or Burp Suite.
    • Analyzing scan results to identify weaknesses in systems, applications, or networks.
    • Prioritizing and remediating vulnerabilities by applying patches, updating configurations, or deploying mitigations.
    • Collaborating with system administrators and developers to ensure timely fixes.
  3. Security System Maintenance:
    • Configuring and maintaining security tools such as firewalls, intrusion detection/prevention systems (IDS/IPS), endpoint protection platforms (EPP), and antivirus software.
    • Updating security policies and rules to adapt to new threats or organizational changes.
    • Ensuring encryption protocols (e.g., TLS, AES) and authentication mechanisms (e.g., MFA, SSO) are properly implemented.
  4. Threat Intelligence and Research:
    • Staying updated on the latest cyber threats, attack vectors, and vulnerabilities by reviewing threat intelligence feeds, security blogs, or forums like X posts from cybersecurity experts.
    • Researching emerging attack techniques (e.g., zero-day exploits, ransomware) and adapting defenses accordingly.
    • Sharing insights with the team to improve threat detection and response strategies.
  5. Security Assessments and Audits:
    • Performing risk assessments to identify potential security gaps in systems or processes.
    • Conducting compliance audits to ensure adherence to standards like GDPR, HIPAA, PCI-DSS, or ISO 27001.
    • Reviewing code or configurations for security flaws (e.g., insecure APIs, misconfigured cloud resources).
  6. Collaboration and Communication:
    • Working with IT, DevOps, and development teams to integrate security into system designs and software development lifecycles (DevSecOps).
    • Educating employees through security awareness training or phishing simulations.
    • Reporting to management or clients on security posture, incidents, or compliance status.
  7. Policy and Procedure Development:
    • Developing and updating security policies, such as access control, incident response, or data protection guidelines.
    • Creating documentation for security configurations, processes, and best practices.
    • Ensuring alignment with regulatory requirements and industry standards.
  8. Testing and Validation:
    • Running tabletop exercises or simulations to test incident response plans.
    • Validating the effectiveness of security controls through red team exercises or penetration testing.
    • Reviewing system logs to ensure monitoring tools are capturing relevant data.

Roles and Responsibilities

The role of a Security Engineer is multifaceted, combining technical expertise, strategic planning, and collaboration. Their core responsibilities include:

  1. Designing and Implementing Security Solutions:
    • Deploying and configuring security tools like firewalls, VPNs, WAFs (Web Application Firewalls), and endpoint detection and response (EDR) systems.
    • Designing secure network architectures, including segmentation, DMZs, and zero-trust models.
    • Implementing encryption, authentication, and access control mechanisms to protect sensitive data.
  2. Proactive Threat Prevention:
    • Identifying and mitigating risks before they are exploited, such as securing cloud environments (AWS, Azure, GCP) or hardening servers.
    • Developing and enforcing secure coding practices for developers to prevent vulnerabilities like SQL injection or XSS.
    • Applying patches and updates to systems and software to close security gaps.
  3. Incident Detection and Response:
    • Monitoring systems for suspicious activity using tools like IDS/IPS, SIEM, or threat hunting platforms.
    • Leading or supporting incident response efforts, including containment, eradication, and recovery.
    • Conducting forensic analysis to determine the root cause of incidents and prevent recurrence.
  4. Compliance and Risk Management:
    • Ensuring systems and processes comply with relevant regulations (e.g., GDPR, CCPA, SOC 2).
    • Conducting risk assessments to evaluate the organization’s security posture.
    • Preparing for and supporting audits by providing evidence of security controls and practices.
  5. Security Awareness and Training:
    • Educating employees on cybersecurity best practices, such as recognizing phishing emails or using strong passwords.
    • Developing training materials or conducting workshops to promote a security-conscious culture.
    • Running simulated attacks (e.g., phishing campaigns) to test employee awareness.
  6. Collaboration with Cross-Functional Teams:
    • Working with developers to integrate security into the software development lifecycle (SDLC).
    • Partnering with IT teams to secure infrastructure, such as servers, endpoints, and cloud resources.
    • Communicating with leadership to align security initiatives with business goals.
  7. Continuous Improvement:
    • Evaluating and recommending new security tools or technologies to enhance defenses.
    • Updating security policies and procedures based on lessons learned from incidents or audits.
    • Staying informed about evolving threats and industry trends to keep security measures current.

Skills and Tools

To perform their duties effectively, Security Engineers rely on a combination of technical skills, tools, and soft skills:

  • Technical Skills:
    • Proficiency in networking protocols (TCP/IP, DNS, HTTP/S) and network security (firewalls, VPNs, IDS/IPS).
    • Knowledge of operating systems (Windows, Linux) and cloud platforms (AWS, Azure, GCP).
    • Familiarity with programming/scripting languages (e.g., Python, Bash, PowerShell) for automation and tool development.
    • Understanding of cryptography, secure coding, and application security principles.
    • Experience with vulnerability assessment tools (Nessus, Qualys, OpenVAS) and penetration testing frameworks (Metasploit, Burp Suite).
  • Tools:
    • SIEM: Splunk, ELK Stack, Microsoft Sentinel.
    • Endpoint Security: CrowdStrike, Carbon Black, Microsoft Defender.
    • Network Security: Palo Alto, Cisco, Fortinet firewalls; Zeek, Snort (IDS/IPS).
    • Cloud Security: AWS GuardDuty, Azure Security Center, Google Cloud Armor.
    • Penetration Testing: Kali Linux, Nmap, Wireshark.
    • Automation: Ansible, Terraform, custom scripts.
  • Soft Skills:
    • Problem-solving and analytical thinking to identify and mitigate complex threats.
    • Communication skills to explain technical issues to non-technical stakeholders.
    • Teamwork and collaboration to work with cross-functional teams.
    • Adaptability to stay ahead of rapidly evolving threats and technologies.

Typical Work Environment

  • Work Setting: Security Engineers typically work in office environments, remotely, or in hybrid setups. They may need to be on-call for incident response outside regular hours.
  • Team Structure: They often work within a cybersecurity team, reporting to a Security Manager or CISO, and collaborate with IT, DevOps, and compliance teams.
  • Industries: Common sectors include tech, finance, healthcare, government, and critical infrastructure, where data security is paramount.
  • Challenges: The role involves high-pressure situations, especially during incidents, and requires staying updated on a constantly evolving threat landscape.

Example Day in the Life

Here’s what a typical day for a Security Engineer might look like:

  • 8:00 AM: Start the day by reviewing overnight alerts from the SIEM system and checking for critical vulnerabilities in recent scans.
  • 9:00 AM: Meet with the DevOps team to discuss securing a new cloud-based application deployment.
  • 10:30 AM: Run a penetration test on a web application to identify potential vulnerabilities.
  • 12:00 PM: Lunch break, possibly catching up on cybersecurity news or X posts about recent exploits.
  • 1:00 PM: Investigate a phishing alert reported by an employee, confirming it’s a false positive and updating the email filter.
  • 2:30 PM: Update firewall rules to block a newly identified malicious IP range from threat intelligence feeds.
  • 3:30 PM: Conduct a training session for new hires on secure password practices.
  • 4:30 PM: Document findings from the morning’s penetration test and share recommendations with the development team.
  • 5:30 PM: Review compliance requirements for an upcoming audit and prepare documentation.
  • 6:00 PM: Wrap up by checking the status of ongoing remediation tasks and planning for the next day.

Career Path and Growth

  • Entry-Level: Junior Security Engineers focus on monitoring, basic configurations, and learning security tools.
  • Mid-Level: Security Engineers take on more complex tasks like incident response, vulnerability management, and policy development.
  • Senior-Level: Senior Security Engineers lead projects, design security architectures, and mentor junior team members.
  • Advanced Roles: With experience, they can move into roles like Security Architect, Incident Response Lead, or CISO.

Conclusion

A Security Engineer’s role is dynamic and critical to an organization’s cybersecurity posture. They blend technical expertise with strategic thinking to protect against threats, ensure compliance, and foster a secure environment. Their day-to-day work requires vigilance, adaptability, and collaboration to stay ahead of cybercriminals in an ever-changing digital landscape.

Roles and Responsibilities of a Security Consultant

A Security Consultant is a professional responsible for assessing, planning, and implementing security measures to protect an organization's assets, data, and personnel. They provide expert guidance to mitigate risks, ensure compliance, and enhance overall security posture. Below are the key roles and responsibilities of a Security Consultant:

1. Risk Assessment and Analysis

  • Conduct comprehensive risk assessments to identify vulnerabilities in physical, cyber, or operational security.

  • Analyze threats, including potential cyberattacks, physical breaches, or insider risks.

  • Evaluate existing security policies, procedures, and systems to pinpoint weaknesses.

  • Provide detailed reports with findings and recommendations for risk mitigation.

2. Security Strategy and Planning

  • Develop and implement tailored security strategies aligned with organizational goals and industry standards.

  • Design security frameworks, including policies, procedures, and controls to address identified risks.

  • Advise on compliance with regulations such as GDPR, HIPAA, PCI-DSS, or ISO 27001.

  • Collaborate with stakeholders to align security initiatives with business objectives.

3. Implementation of Security Measures

  • Recommend and oversee the deployment of security technologies, such as firewalls, intrusion detection systems, or encryption tools.

  • Assist in the setup of physical security systems, including CCTV, access controls, and alarm systems.

  • Ensure proper configuration and integration of security solutions to maximize effectiveness.

  • Conduct training sessions for employees on security best practices and awareness.

4. Incident Response and Management

  • Develop and test incident response plans to address security breaches or incidents.

  • Provide guidance during security incidents, including containment, investigation, and recovery.

  • Perform root cause analysis post-incident to prevent recurrence.

  • Coordinate with law enforcement or third-party vendors when necessary.

5. Compliance and Auditing

  • Conduct regular audits to ensure compliance with internal policies and external regulations.

  • Prepare organizations for external audits or certifications by identifying gaps and implementing corrective actions.

  • Stay updated on evolving compliance requirements and industry standards.

  • Document processes and maintain records to demonstrate regulatory adherence.

6. Consulting and Advisory Services

  • Advise senior management on emerging threats and security trends.

  • Provide recommendations on budget allocation for security investments.

  • Act as a liaison between technical teams, management, and third-party vendors.

  • Offer expert guidance during mergers, acquisitions, or system upgrades to ensure security integration.

7. Continuous Monitoring and Improvement

  • Monitor security systems and networks for suspicious activity or vulnerabilities.

  • Recommend updates to security protocols based on new threats or technological advancements.

  • Stay informed about the latest cybersecurity trends, tools, and attack vectors.

  • Conduct periodic reviews to ensure security measures remain effective and relevant.

8. Collaboration and Communication

  • Work closely with IT, HR, legal, and other departments to ensure a holistic security approach.

  • Communicate complex security concepts to non-technical stakeholders in a clear and actionable manner.

  • Build relationships with external partners, such as vendors or regulatory bodies, to enhance security efforts.

  • Prepare and deliver presentations or reports to educate stakeholders on security initiatives.

Key Skills and Qualifications

  • Strong knowledge of cybersecurity principles, physical security, and risk management.

  • Familiarity with security tools and technologies (e.g., SIEM, penetration testing tools, access control systems).

  • Analytical mindset with problem-solving and critical-thinking skills.

  • Excellent communication and interpersonal skills for stakeholder engagement.

  • Relevant certifications such as CISSP, CISM, CEH, or CompTIA Security+ are often preferred.

  • Experience in project management and familiarity with regulatory frameworks.

By fulfilling these roles and responsibilities, Security Consultants play a critical role in safeguarding organizations against threats, ensuring compliance, and fostering a secure environment for operations.

The following is a categorized list of AI tools and platforms, along with their key applications.  1. General-Purpose AI Platforms (Cloud-...