dev-engineering

AI Infrastructure Engineer

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David Johnson

AI Infrastructure Engineer

[email protected]

Professional Summary

AI infrastructure engineer with hands-on experience building AWS and Kubernetes platforms for model training, batch pipelines, and production inference. Strong background in Terraform, observability, CI/CD, and security baselines. Known for turning manual cloud operations into repeatable platform workflows that improve reliability and developer speed.

Contact Details

Mobile

+1 (555) 456-7890

LinkedIn

linkedin.com/in/david-johnson

GitHub

github.com/djohnson

Address

San Francisco, CA

Website

davidjohnson.dev

Skills

Python, JavaScript, React, Node.js, AWS, Terraform, Docker, Kubernetes

Work Experience

Senior Cloud Infrastructure Engineer

Tech Company Inc

01/2022

Designed and standardized EKS-based environments for training and inference workloads, giving platform and ML teams a consistent path from development to production.

Built Terraform modules and GitHub Actions pipelines that automated cluster provisioning, secret rotation, and policy checks before release.

Implemented observability for Kubernetes, GPU nodes, and data services with Prometheus, Grafana, and CloudWatch, shortening incident triage during model rollouts.

Introduced autoscaling and workload isolation for high-demand services, improving capacity planning for spiky batch and API traffic.

Cloud Infrastructure Engineer

Previous Company Inc

06/2020 - 12/2021

Automated image builds and environment promotion for containerized services, reducing release coordination across engineering teams.

Hardened IAM, network, and backup policies for shared AWS accounts, improving recovery readiness and day-to-day operational consistency.

Cloud Systems Engineer

Another Company Inc

12/2018 - 06/2020

Supported a CI/CD foundation for infrastructure and application changes, giving developers safer rollouts and clearer deployment checks.

Reviewed compute and storage usage across AWS environments, removing underused resources and improving cost visibility for engineering leads.

Education

San Francisco State University

Bachelor of Science in Computer Engineering

09/2018 - 05/2023

Relevant coursework: Cloud Computing, Network Security, Systems Architecture. Senior capstone focused on distributed systems monitoring.

Projects

Cloud Automation Toolkit

github.com/djohnson/cloud-automation-toolkit

Built a reusable Terraform and Ansible toolkit for provisioning Kubernetes environments, baseline networking, and shared observability in new AWS accounts.

Kubernetes Security Audit Script

Created a Python auditing script that checks Kubernetes clusters for CIS benchmark drift, missing alerts, and risky RBAC changes before release.

David Johnson

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Why This Template Works

This resume format is optimized for ATS (Applicant Tracking Systems) by including all relevant technical skills and achievements in a structured manner that aligns with industry standards. The inclusion of specific keywords such as Kubernetes, AWS, and CI/CD makes it stand out to automated systems while also being clear and concise for human readers. Additionally, the strategic placement of dates and certifications ensures relevance without cluttering the document.

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How to Write This Resume

How to Write This Resume

Expert guidelines and best practices for each section of your resume.

01

Contact

Contact

First Name Last Name City, State, Zip Code Phone Number | Email Address LinkedIn Profile URL | Portfolio URL (Optional)

General Guidelines

Your contact information is the first section recruiters see. Keep it concise and professional. Ensure your email address is appropriate (e.g., [email protected]). Include your LinkedIn profile for a comprehensive view of your professional journey. A portfolio or personal website is recommended for creative, technical, or design roles.

Avoid This

Do not include your full physical address (street number/name) for privacy reasons. Avoid including personal details like marital status, age, photo, or social security number unless specifically required in your country. Don't use unprofessional email addresses.

Real Examples

See clear examples of how to format contact details effectively.

Don't

John Doe 1234 Random St, Apt 56 New York, NY 10001 [email protected] github.com/aliciacode Single, 28 years old

Do

John Doe New York, NY (555) 123-4567 | [email protected] linkedin.com/in/johndoe | github.com/johndoe | johndoe.dev

Quick Tips

  • Use a professional email address (firstname.lastname format)
  • Ensure your voicemail is set up and professional
  • Double-check your phone number and email for typos
  • Make your LinkedIn URL custom (linkedin.com/in/yourname)
  • Include GitHub link for developer roles

02

Summary

Summary

Professional Title

Result-oriented [Role Name] with [Number] years of experience in [Key Skills/Industries]. Proven track record of [Major Achievement]. Skilled in [Key Technologies/Skills]. Committed to delivering [Specific Value] for [Target Industry/Company type].

General Guidelines

A professional summary is your elevator pitch. It should be 3-5 sentences long, summarizing your experience, key skills, and major achievements. Tailor it to the job description by using relevant keywords. Focus on what makes you unique and the value you bring to potential employers.

Avoid This

Avoid generic objectives like 'Looking for a challenging role to grow my skills.' Recruiters want to know what value you bring to them, not what you want from them. Don't use first-person pronouns (I, me, my). Keep it concise and impactful.

Real Examples

Compare a weak objective with a strong professional summary.

Don't

Objective: I am a hard-working individual looking for a Infrastructure Engineer position where I can learn new things and advance my career.

Do

Senior Cloud Infrastructure Engineer with over six years of experience in designing, scaling, and maintaining robust cloud infrastructures. Successfully reduced deployment times by 40% through the implementation of Kubernetes and enhanced system uptime by implementing Ansible automation scripts.

Quick Tips

  • Quantify achievements where possible (e.g., 'Increased revenue by 20%')
  • Keep it under 5 lines for readability
  • Use strong action verbs to start sentences
  • Tailor the summary to match the job description

03

Skills

Skills

Technical Skills

  • Languages: [List]
  • Frameworks: [List]
  • Tools: [List]

Soft Skills

  • [Skill 1], [Skill 2], [Skill 3]

General Guidelines

Group your skills logically (e.g., Languages, Frameworks, Tools). Focus on hard skills relevant to the job. List skills in order of proficiency or relevance. Soft skills are better demonstrated through bullet points in your experience section rather than a bare list.

Avoid This

Do not list skills you are not comfortable using in an interview. Avoid using progress bars or percentages to rate your skills (e.g., "Java: 80%"). Do not include outdated technologies unless specifically required by the job listing.

Real Examples

Practical example showing do's and don'ts for skills

Don't

HTML/CSS/JavaScript: 75%, Python: Advanced, Docker/Kubernetes: Intermediate

Do

Languages: Python, JavaScript Frameworks: React, Flask Tools: Docker, Kubernetes

Don't

C++, PHP, Shell Scripting (Basic), Ruby on Rails (Familiar)

Do

Languages: Python, JavaScript, Ruby on Rails Frameworks: React, Django Tools: Ansible, Jenkins

Quick Tips

  • Clearly differentiate between programming languages and frameworks in your skills section.
  • Avoid listing soft skills here; instead, use them to strengthen the narrative of your professional experience.
  • List only tools you are proficient with or have used extensively in recent projects.
  • Use consistent formatting for each category (Languages, Tools, etc.) to improve readability.

04

Experience

Experience

Job Title | Company Name | Location Month Year – Month Year

  • Action Verb + Context + Result (Quantified)
  • Led [Project] resulting in [Outcome]...
  • Collaborated with [Team] to implement [Feature]...

General Guidelines

This is the core of your resume. Use reverse-chronological order (most recent first). Start each bullet with a strong action verb. Focus on achievements and impact, not just duties. Use numbers to quantify your impact (dollars, percentages, time saved, users affected). Show progression and increasing responsibility.

Avoid This

Avoid passive language like 'Responsible for...' or 'Tasked with...'. Don't list every single daily task; focus on significant contributions and measurable outcomes. Avoid jargon that recruiters outside your field won't understand.

Real Examples

Practical example showing do's and don'ts for experiences

Don't

Responsible for maintaining the company’s cloud infrastructure, including AWS and Azure services.

Do

Optimized the company’s cloud infrastructure on AWS and Azure, reducing costs by 25% through automated resource management.

Don't

Performed daily tasks related to system monitoring and maintenance of Kubernetes clusters.

Do

Automated monitoring and alerting for Kubernetes clusters using Prometheus and Grafana, increasing visibility into cluster health and performance.

Quick Tips

  • Use a strong action verb at the beginning of each bullet point. Examples include 'Optimized', 'Led', 'Implemented', etc.
  • Quantify your results whenever possible to provide concrete evidence of your impact (e.g., reduced costs by X%, increased performance by Y%).
  • Tailor your experience descriptions to highlight specific achievements that align with the job you're applying for. Show how you've added value to previous roles.
  • Ensure each bullet point is concise yet informative, focusing on significant contributions and measurable outcomes.

05

Education

Education

Degree Name | University Name | Location Month Year – Month Year

  • Relevant Coursework: [Course 1], [Course 2]
  • Honors/Awards: [Award Name]
  • GPA: X.X (if above 3.5)

General Guidelines

List your highest degree first. If you have significant work experience, keep the education section brief. Include your GPA only if it is above 3.5 or if you are a recent graduate. Highlight relevant coursework, academic projects, honors, or leadership roles.

Avoid This

Do not include high school details if you have a college degree. Avoid listing every single course you took; select only the most relevant ones. Don't include graduation dates from decades ago if age discrimination is a concern in your field.

Real Examples

Practical example showing do's and don'ts for educations

Don't

Bachelor of Arts in Literature | University of California, Berkeley | Berkeley, CA September 2018 – May 2023

  • Courses: English 1A, Economics 2B, History 17C
  • GPA: 3.5
Do

Bachelor of Science in Computer Engineering | San Francisco State University | San Francisco, CA September 2018 – May 2023

  • Relevant Coursework: Cloud Computing, Network Security, Systems Architecture
  • Honors/Awards: Dean's List Fall 2021 and Spring 2022
  • GPA: 3.9

Quick Tips

  • List your education in reverse chronological order starting with the most recent degree.
  • Include only degrees that are relevant to your current career field or position you're applying for.
  • Mention any significant projects, honors, or awards related to your major if applicable and relevant.
  • Keep the format clean and concise. Avoid cluttering the section with unnecessary details.

06

Projects

Projects

Project Name | Technologies Used

  • Briefly describe what you built and its purpose
  • Highlight a specific technical challenge you solved
  • Link to GitHub or live demo if available

General Guidelines

Projects are excellent for demonstrating practical skills, especially if you lack work experience or are changing careers. Include a link to the GitHub repo or live demo if possible. Focus on projects that show problem-solving skills and relevant technologies for the target role.

Avoid This

Don't include trivial tutorials unless you significantly expanded on them. Avoid projects that are outdated, incomplete, or irrelevant to the role you're applying for. Don't just list technologies—explain what you built and why it matters.

Real Examples

Practical example showing do's and don'ts for projects

Don't

Built a basic CRUD app using Node.js. The app allows users to create, read, update, and delete items from a database.

Do

Developed an advanced inventory management system using Node.js and MongoDB. Implemented real-time updates via WebSockets for seamless user experience.

Don't

Created a simple chat application that uses WebSocket connections. The project is just the basic implementation provided in the tutorial.

Do

Constructed a scalable, real-time messaging platform with TypeScript and Socket.IO, enabling features like persistent sessions, message persistence across restarts, and user presence indicators.

Quick Tips

  • Choose projects that showcase your ability to solve complex problems using relevant technologies.
  • Provide context for each project by explaining the purpose and any unique challenges you overcame.
  • Include links to live demos or GitHub repositories whenever possible to provide evidence of your work.
  • Highlight any contributions to open-source projects or community involvement in the field.

Frequently Asked Questions

Common questions about this role and how to best present it on your resume.

Prioritize Kubernetes, AWS networking and compute, infrastructure as code, observability, CI/CD, security fundamentals, and the ability to support data and ML workloads in production.

Make the ML platform context explicit. Mention training or inference environments, workload isolation, GPU or high-compute scheduling when relevant, and the guardrails you built for reliability and releases.

List the platforms and tools you used directly, such as EKS, Terraform, Docker, GitHub Actions, Prometheus, Grafana, CloudWatch, and scripting languages like Python.

Describe the manual process you replaced, the workflow you standardized, and the operational outcome, such as faster provisioning, fewer release issues, or better visibility during incidents.

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