Necati Demir
ML EngineerAI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
AI is analyzing your overall score…
Identifying your key strengths…
Evaluating your skill match against the job requirements…
Assessing your cultural and operational fit
Independent Consultant | AI | Machine Learning | Big Data | Fractional CTO
Some people build models. Some build data pipelines. Some build infrastructure. I connect all of it into production systems. I’m Necati Demir, a PhD computer scientist with 20 years of experience building end-to-end data, ML, and GenAI platforms. My work spans ingestion, data pipelines, feature engineering, RAG/retrieval, model development, backend APIs, cloud infrastructure, CI/CD, deployment, and monitoring. I help companies operationalize AI and machine learning; turning prototypes, notebooks, and fragmented pipelines into scalable, observable, production-ready systems. I work with startups, enterprises, and product teams as a hands-on consultant, principal engineer, architect, or fractional CTO. If you are building or fixing an end-to-end data or ML pipeline, I can help. Email: n@demir.io
Dokuz Eylul University
PhD, Modified Stacking Ensemble Approach for Network Intrusion Detection
January 1, 2010 – January 1, 2018
Dokuz Eylul University
MSc., Firewall Software Package
January 1, 2006 – January 1, 2009
Çanakkale Onsekiz Mart University
Bachelor, Computer Science
January 1, 2001 – January 1, 2005
Datagran
Chief Technology Officer & Co-Founder
October 1, 2019 – October 1, 2025
Datagran
Chief AI Officer, ML Lead, Co-Founder
October 1, 2016 – October 1, 2019
Ericsson
Consultant
January 1, 2016 – June 1, 2016
Türkiye
Toptal
Independent Contractor | Lead Engineer & Data Architect & DevOps & MLOps
October 1, 2015 – Present
Freelancer
Machine Learning Consultant
October 1, 2015 – October 1, 2016
Hermes İletişim
Technical Manager / CTO
February 1, 2011 – October 1, 2015
VAS Telekom
Technical Manager / CTO
February 1, 2011 – October 1, 2015
Freelancer
Software Developer
October 1, 2009 – January 1, 2011
Hermes İletişim
Software Developer
October 1, 2007 – September 1, 2009
Postglobal
System Administrator
February 1, 2007 – October 1, 2007
Labris
System Support and Software Developer Specialist
October 1, 2005 – September 1, 2006
Exploratory Data Analysis
Coursera
June 24, 2026 – Present
Statistical Inference
Coursera
June 24, 2026 – Present
AWS Certified Machine Learning - Specialty
Amazon Web Services (AWS)
June 24, 2026 – Present
AWS Certified Cloud Practitioner
Amazon Web Services (AWS)
June 24, 2026 – Present
Practical Machine Learning
Coursera
June 24, 2026 – Present
Deep Learning Specialization Certificate
Coursera
June 24, 2026 – Present
AWS Certified Solutions Architect
Amazon Web Services (AWS)
June 24, 2026 – Present
Cultural Fit Analysis
The candidate's diverse experience across startups (Datagran), large enterprises (Ericsson), and freelance/contracting (Toptal) demonstrates adaptability to various organizational cultures. Their involvement in co-founding a company and leading technical initiatives suggests an entrepreneurial spirit and a proactive approach. The breadth of skills from low-level Linux development to high-level ML strategy indicates a continuous learning mindset and versatility. The target role of ML Engineer aligns well with their extensive ML/AI background and MLOps expertise.
Soft Skills & Operational Fit
The candidate's experience as CTO and Chief AI Officer at Datagran, along with consultant roles, indicates strong leadership, strategic thinking, and problem-solving abilities. The description of improving NPS and reducing bugs through DevOps implementation highlights a results-oriented approach and operational effectiveness. The ability to lead teams and shape product vision suggests strong communication and collaboration skills, essential for a senior role.