ATS-FRIENDLY MACHINE LEARNING ENGINEER RESUME TEMPLATE Replace every bracketed section with your real details. Keep the section headings simple if you plan to upload this resume to an applicant tracking system. NAME [Your full name] [City, State] | [Phone] | [Email] | [LinkedIn] | [Portfolio or GitHub if relevant] TARGET TITLE Machine Learning Engineer PROFESSIONAL SUMMARY Machine learning engineer experienced in model deployment, feature pipelines, experimentation, and production monitoring for data-driven products. Rewrite this summary with your own years of experience, strongest skills, industry context, and one or two proof points. Keep it short, specific, and aligned with the job description. CORE SKILLS - Python - TensorFlow - PyTorch - Scikit-learn - MLOps - SQL - Docker - Model Monitoring ATS KEYWORDS TO CONSIDER - machine learning - model deployment - feature engineering - MLOps - predictive modeling Add keywords only when they honestly match your background. Put them in skills, experience bullets, projects, certifications, or tools. Do not stuff keywords into a random list. PROFESSIONAL EXPERIENCE [Company Name] - Machine Learning Engineer [Month Year] - [Present or Month Year] - Deployed a recommendation model that increased product engagement by 14% across 220,000 monthly sessions. - Built feature pipelines in Python and SQL that reduced weekly model refresh time from 6 hours to 90 minutes. - Added drift monitoring and alerting that helped the team catch data-quality issues before customer impact. - Partnered with product analysts to evaluate model lift, precision, recall, and business impact after launch. Rewrite these bullets with your real work. Strong bullets usually include action, scope, tools, and result. If you do not have exact numbers, use honest context such as team size, frequency, project scope, customer volume, or time saved. PROJECTS [Project Name] - Explain the problem, your role, the tools used, and the outcome. - Include a link only if it is clean, current, and relevant. EDUCATION [Degree, Certification, Bootcamp, or Training] [School or Provider] | [Year] CERTIFICATIONS - [Certification name, provider, year] ATS CHECKLIST - Use standard headings: Summary, Skills, Experience, Education, Projects, Certifications. - Keep important information as selectable text. - Use role-specific keywords truthfully. - Avoid heavy graphics, tables, and text boxes for job portal uploads. - Open the exported PDF before applying.