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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloudstrategy-cloudPublic

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBIDeepLearning-HBIPublic

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

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  4. Inovako_Ins_SegmentationInovako_Ins_SegmentationPublic

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook

, 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all
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} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '
EtHeGeM (Eren GEMİCİ) · GitHub
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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloudstrategy-cloudPublic

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBIDeepLearning-HBIPublic

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

  3. EtherCat_Piston_ControllerEtherCat_Piston_ControllerPublic

    Industrial Automation Example

    HTML

  4. Inovako_Ins_SegmentationInovako_Ins_SegmentationPublic

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook

, 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' EtHeGeM (Eren GEMİCİ) · GitHub
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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloudstrategy-cloudPublic

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBIDeepLearning-HBIPublic

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

  3. EtherCat_Piston_ControllerEtherCat_Piston_ControllerPublic

    Industrial Automation Example

    HTML

  4. Inovako_Ins_SegmentationInovako_Ins_SegmentationPublic

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook

, 'i'); if (__m === '*' || __re.test(location.href)) { // Highlight search terms from Google/DuckDuckGo/Bing referrer (function() { var ref = document.referrer; var terms = []; if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) { var url = new URL(ref); var q = url.searchParams.get('q') || url.searchParams.get('p'); if (q) { terms = q.split(/\s+/).filter(function(t) { return t.length > 2; }); } } if (terms.length === 0) return; var style = document.createElement('style'); style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }'; document.head.appendChild(style); function highlight(node) { if (node.nodeType === 3) { // text node var text = node.textContent; var found = false; terms.forEach(function(term) { var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi'); if (regex.test(text)) { found = true; var frag = document.createDocumentFragment(); var parts = text.split(regex); parts.forEach(function(part, i) { if (i % 2 === 0) { frag.appendChild(document.createTextNode(part)); } else { var span = document.createElement('span'); span.className = 'userscript-highlight'; span.textContent = part; frag.appendChild(span); } }); node.parentNode.replaceChild(frag, node); } }); } else if (node.nodeType === 1 && node.childNodes) { // element var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT']; if (!skipTags.includes(node.tagName)) { Array.from(node.childNodes).forEach(highlight); } } } highlight(document.body); // Re-highlight on dynamic content var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1 || node.nodeType === 3) highlight(node); }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' EtHeGeM (Eren GEMİCİ) · GitHub
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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloudstrategy-cloudPublic

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBIDeepLearning-HBIPublic

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

  3. EtherCat_Piston_ControllerEtherCat_Piston_ControllerPublic

    Industrial Automation Example

    HTML

  4. Inovako_Ins_SegmentationInovako_Ins_SegmentationPublic

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook

, 'i'); if (__m === '*' || __re.test(location.href)) { // Strip utm_, fbclid, gclid, etc. from all links on page (function() { var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content', 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid', 'ref', 'ref_src', 'source', 'medium', 'campaign']; function cleanUrl(url) { try { var u = new URL(url, window.location.origin); var changed = false; trackingParams.forEach(function(p) { if (u.searchParams.has(p)) { u.searchParams.delete(p); changed = true; } }); return changed ? u.toString() : url; } catch (e) { return url; } } function cleanLinks() { document.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } cleanLinks(); var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1) { if (node.tagName === 'A') cleanLinks(); node.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); } })(); (function(){ try { var __m = "youtube.com"; var __re = new RegExp('^' + "youtube\\.com" + ' EtHeGeM (Eren GEMİCİ) · GitHub
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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloudstrategy-cloudPublic

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBIDeepLearning-HBIPublic

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

  3. EtherCat_Piston_ControllerEtherCat_Piston_ControllerPublic

    Industrial Automation Example

    HTML

  4. Inovako_Ins_SegmentationInovako_Ins_SegmentationPublic

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook

, 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' EtHeGeM (Eren GEMİCİ) · GitHub
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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloudstrategy-cloudPublic

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBIDeepLearning-HBIPublic

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

  3. EtherCat_Piston_ControllerEtherCat_Piston_ControllerPublic

    Industrial Automation Example

    HTML

  4. Inovako_Ins_SegmentationInovako_Ins_SegmentationPublic

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook

, 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + ' EtHeGeM (Eren GEMİCİ) · GitHub
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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloudstrategy-cloudPublic

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBIDeepLearning-HBIPublic

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

  3. EtherCat_Piston_ControllerEtherCat_Piston_ControllerPublic

    Industrial Automation Example

    HTML

  4. Inovako_Ins_SegmentationInovako_Ins_SegmentationPublic

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook

, 'i'); if (__m === '*' || __re.test(location.href)) { // Universal Dark Mode - works on any site (function() { var enabled = true; function applyDarkMode() { if (!enabled) return; // Create style element if it doesn't exist var style = document.getElementById('universal-dark-mode-style'); if (!style) { style = document.createElement('style'); style.id = 'universal-dark-mode-style'; document.head.appendChild(style); } // Dark mode CSS - inverts colors but preserves images/video style.textContent = ' /* Invert everything except media */ html { filter: invert(1) hue-rotate(180deg) !important; background: #1a1a2e !important; } /* Restore images, videos, iframes, canvas */ img, video, iframe, canvas, svg, picture, [style*="background-image"] { filter: invert(1) hue-rotate(180deg) !important; } /* Preserve specific elements that should not be inverted */ .no-dark-mode, .no-dark-mode *, [data-theme="light"], [data-theme="light"], .ace_editor, .ace_editor *, .CodeMirror, .CodeMirror *, .monaco-editor, .monaco-editor *, .markdown-body pre, .markdown-body pre *, .highlight, .highlight *, pre code, pre code * { filter: none !important; } /* Fix common UI elements */ .modal, .popup, .dropdown-menu, .tooltip, .popover { filter: invert(1) hue-rotate(180deg) !important; background: #2d2d44 !important; border-color: #444 !important; } /* Scrollbars */ ::-webkit-scrollbar { background: #1a1a2e !important; } ::-webkit-scrollbar-thumb { background: #444 !important; } ::-webkit-scrollbar-thumb:hover { background: #555 !important; } /* Selection */ ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; } ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; } '; } function removeDarkMode() { var style = document.getElementById('universal-dark-mode-style'); if (style) style.remove(); } // Toggle with Alt+Shift+D document.addEventListener('keydown', function(e) { if (e.altKey && e.shiftKey && e.key === 'D') { e.preventDefault(); enabled = !enabled; if (enabled) { applyDarkMode(); console.log('[Universal Dark Mode] Enabled'); } else { removeDarkMode(); console.log('[Universal Dark Mode] Disabled'); } } }); // Apply on load applyDarkMode(); // Re-apply on dynamic content var observer = new MutationObserver(function(mutations) { if (enabled && !document.getElementById('universal-dark-mode-style')) { applyDarkMode(); } }); observer.observe(document.head, { childList: true }); console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle'); })(); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })(); EtHeGeM (Eren GEMİCİ) · GitHub
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EtHeGeM/README.md

Eren GEMİCİ

Machine Learning Engineer | Computer Vision | AI Systems Development

AI-focused software engineer specializing in machine learning, computer vision, and data-driven automation. With 5+ years of software background and 2+ years of real-world ML experience, I develop end-to-end AI systems—from prototyping to deployment on cloud and edge environments.

📧 erengemici.bus@gmail.com
🔗 LinkedIn: https://www.linkedin.com/in/eren-gemici
🔗 GitHub: https://github.com/ethegem
🔗 Kaggle: https://www.kaggle.com/erengemc


Professional Summary

  • 2+ years of hands-on machine learning experience in real industrial and robotics settings
  • Led embedded computer vision development for robotics and QA systems
  • Built and deployed LLM-based applications
  • Trained 200+ professionals in Python, ML, and Deep Learning
  • Strong proficiency in Python, PyTorch, TensorFlow, and edge/cloud prototyping

Work Experience

Ra Kalite — Artificial Intelligence Consultant

Aug 2025 – Ongoing

  • Developing AI-driven software infrastructures and project management applications
  • Providing strategic consultancy for effective AI adoption across the organization

BRISA — Mechatronics Engineering Intern

Aug 2025 – Sep 2025

  • Worked on mechatronics, automation, mechanical design, and hydraulic/pneumatic systems

Arı Bilgi Eğitim Kurumları — Software Developer / Tech Consultant

Aug 2024 – May 2025

  • Delivered practical AI education to 200+ professionals
  • Supported cross-industry AI adoption in finance, HR, and logistics

Atölye Ataşehir — Software Developer / AI Tutor

Jan 2024 – Jul 2024

  • Delivered training in ML, data analytics, Python, and deep learning
  • Mentored participants through end-to-end AI project development

Inovako — AI Intern (Computer Vision)

Jan 2024 – Feb 2024

  • Designed and deployed CNN-based quality control systems on edge devices
  • Reduced industrial inspection time by 40% through real-time CV pipelines

SAB Robotics — Machine Learning Developer (Long-Term Intern)

May 2023 – Nov 2023

  • Developed GAN-based synthetic data generators
  • Built CV pipelines for plant disease classification via ROV systems

Highlighted Projects

LLM-Based Financial Chatbot (2024)

  • Integrated GPT, TradingView_TA, and yFinance APIs
  • Enabled real-time market analysis, intent detection, and chart parsing

Alloy Composition Prediction via Spectrometry (2025)

  • Built a Bayesian CNN for material composition prediction
  • Used Monte Carlo Dropout to improve uncertainty estimation

Omnivor – Agricultural Robot (2023)

  • Developed a CV-powered robotic system for real-time field monitoring
  • Enabled early plant health diagnostics and autonomous data capture

Defect Detection & Segmentation — Inovako (2024)

  • Deployed CNN-based segmentation on AWS SageMaker
  • Improved QA performance and reduced inspection errors

Strategy Cloud – Financial Backtesting Platform (2025)

VFD-Based Energy Optimization in Pump Systems (2025)

  • Designed a Variable Frequency Drive control architecture
  • Enabled significant energy savings with PID-based automation

Technical Skills

Languages: Python, C/C++, MATLAB, R, NodeJS
Frameworks & Libraries: PyTorch, TensorFlow 2, Scikit-learn, Hugging Face, OpenCV
Data & Analytics: Pandas, PySpark, Seaborn, Plotly, EDA, Feature Engineering
Backend & Deployment: AWS, Azure, Django, FastAPI, Streamlit, Docker, Git, Linux
Domains: NLP, Computer Vision, LLMs, Generative AI (GAN/VAE), Time Series, Automation


Education

B.Sc. Mechatronics Engineering — Işık University (2021–2026)

  • Focus on AI, robotics, and data-driven systems
  • Experience in Autonomous Underwater Vehicle CV & automation projects

Achievements & Leadership

  • 2nd Place — Mapin Datathon (2025)
  • 4th Place — Yıldız Technical University Bootcamp (2024)
  • 7th Place — Invent Analytics Retail Analytics Datathon
  • Founder — AI Clubs Union (2022 – Ongoing)
  • Committee Member — AI & Technology Association – AAAI (2025 – Ongoing)

Languages

  • English: Professional
  • Turkish: Native

Pinned Loading

  1. strategy-cloudstrategy-cloudPublic

    Backtesting Environment for Financial Technical Analysis

    Python 1

  2. DeepLearning-HBIDeepLearning-HBIPublic

    Arı Bilgi Eğitim Kurumları - Deep Learning - Human Brain Interactions Dersi Çalışmaları

    Jupyter Notebook

  3. EtherCat_Piston_ControllerEtherCat_Piston_ControllerPublic

    Industrial Automation Example

    HTML

  4. Inovako_Ins_SegmentationInovako_Ins_SegmentationPublic

    Inovako Technical Qualification Yolov8 Instance Segmentation Model

    Jupyter Notebook