🔥 Ultra-Rare Real-World CKD Dataset – 400,000+ Encounters from Major US EHR Systems (Epic, Cerner, Allscripts) 🔥
Researchers, PhD students, health AI startups, and medical data scientists – this is the dataset you’ve been hunting for!
A massive, 100% real clinical dataset focused on Chronic Kidney Disease (CKD) patients, pulled directly from production EHR systems across the United States, with records extending into 2025.
Key Stats:
400,000+ real inpatient/outpatient encounters
100,000+ unique patients
Collected from 47 diverse institutions (large academic medical centers, community hospitals, rural facilities)
Multiple EHR vendors: Epic, Cerner, Allscripts Sunrise
Excellent demographic diversity: White, Black/African American, Hispanic, Asian, etc.
Time span: 2022 – 2025 (perfect for COVID-era and post-COVID trend analysis)
40+ High-Value Columns (ready for immediate modeling):
Patient_ID, Encounter_ID, Encounter_Index (longitudinal/sequential ready)
Age, Sex, Race
Institution_Name, Institution_Type, EHR_System
Admission_Date, Discharge_Date, Length_of_Stay
CKD_Stage, eGFR, Creatinine, BUN, Potassium, Hemoglobin, A1C
SBP/DBP, HTN_Severity
Clinical flags: anemia_flag, severe_anemia_flag, hyperkalemia_flag, ckd_progression_flag
Medications & safety flags: metformin_prescribed + metformin_ckd_caution, ACE inhibitors + caution
Risk_Score, Risk_Decile, Readmitted_30d, Mortality_Risk
Alert_Rule_Version (perfect for simulating real hospital alert systems)
What You Can Do With It:
Build state-of-the-art readmission/mortality models (XGBoost, LSTM, Transformers) – easily hit AUROC > 0.85
Health equity & fairness research (racial/gender bias mitigation)
Federated learning experiments across institutions
Publish in top-tier journals: NEJM AI, JAMA Network Open, Kidney International, npj Digital Medicine, The Lancet Digital Health
Develop commercial risk-prediction tools, dashboards, or insurance products
Economic analyses on reducing readmission costs via AI alerts
Sample rows (IDs and dates partially masked – this is the exact quality used in high-impact papers):
This is the same caliber of data that powers publications from Stanford, Vanderbilt, Mass General, etc.
Very limited copies available – serious buyers only (universities, funded startups, established health AI companies, or researchers with publication track record get priority).
DM if you’re genuinely interested – this one dataset can fuel multiple high-impact papers and real products.
One purchase = years of research + potential revenue stream 💰
#CKD #EHR #HealthAI #MedicalDataset #AIinHealthcare #ClinicalData #MachineLearning #DigitalHealth
Contact: @HusseinSheikho
@Omidyzd62
Researchers, PhD students, health AI startups, and medical data scientists – this is the dataset you’ve been hunting for!
A massive, 100% real clinical dataset focused on Chronic Kidney Disease (CKD) patients, pulled directly from production EHR systems across the United States, with records extending into 2025.
Key Stats:
400,000+ real inpatient/outpatient encounters
100,000+ unique patients
Collected from 47 diverse institutions (large academic medical centers, community hospitals, rural facilities)
Multiple EHR vendors: Epic, Cerner, Allscripts Sunrise
Excellent demographic diversity: White, Black/African American, Hispanic, Asian, etc.
Time span: 2022 – 2025 (perfect for COVID-era and post-COVID trend analysis)
40+ High-Value Columns (ready for immediate modeling):
Patient_ID, Encounter_ID, Encounter_Index (longitudinal/sequential ready)
Age, Sex, Race
Institution_Name, Institution_Type, EHR_System
Admission_Date, Discharge_Date, Length_of_Stay
CKD_Stage, eGFR, Creatinine, BUN, Potassium, Hemoglobin, A1C
SBP/DBP, HTN_Severity
Clinical flags: anemia_flag, severe_anemia_flag, hyperkalemia_flag, ckd_progression_flag
Medications & safety flags: metformin_prescribed + metformin_ckd_caution, ACE inhibitors + caution
Risk_Score, Risk_Decile, Readmitted_30d, Mortality_Risk
Alert_Rule_Version (perfect for simulating real hospital alert systems)
What You Can Do With It:
Build state-of-the-art readmission/mortality models (XGBoost, LSTM, Transformers) – easily hit AUROC > 0.85
Health equity & fairness research (racial/gender bias mitigation)
Federated learning experiments across institutions
Publish in top-tier journals: NEJM AI, JAMA Network Open, Kidney International, npj Digital Medicine, The Lancet Digital Health
Develop commercial risk-prediction tools, dashboards, or insurance products
Economic analyses on reducing readmission costs via AI alerts
Sample rows (IDs and dates partially masked – this is the exact quality used in high-impact papers):
This is the same caliber of data that powers publications from Stanford, Vanderbilt, Mass General, etc.
Very limited copies available – serious buyers only (universities, funded startups, established health AI companies, or researchers with publication track record get priority).
DM if you’re genuinely interested – this one dataset can fuel multiple high-impact papers and real products.
One purchase = years of research + potential revenue stream 💰
#CKD #EHR #HealthAI #MedicalDataset #AIinHealthcare #ClinicalData #MachineLearning #DigitalHealth
Contact: @HusseinSheikho
@Omidyzd62
Forwarded from Machine Learning with Python
by [@codeprogrammer]
---
🏛️ MIT OpenCourseWare – Machine Learning
---
#MachineLearning #LearnML #DataScience #AI
https://t.iss.one/CodeProgrammer
Please open Telegram to view this post
VIEW IN TELEGRAM
Google for Developers
Machine Learning | Google for Developers
❤4
How to Read and Implement AI Research Papers 📚🤖✨
This free course is designed for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems 💻🧠🚀.
🎬 Free Videos + Guides + Notebooks 📹📖📓
⏰ Duration: Self-paced (modular, ongoing) ⏳🔄
🏃♂️ Self Paced 🏃♀️
👨🏫 Created by: fast.ai community + ML researchers (Jeremy Howard influence + paper reading guides) 👨💻👩💻
🔗 Course Link 🔗🌐
https://course.fast.ai/
#AI #MachineLearning #DeepLearning #FastAI #TechEducation #Coding
This free course is designed for people with some coding experience who want to learn how to apply deep learning and machine learning to practical problems 💻🧠🚀.
🎬 Free Videos + Guides + Notebooks 📹📖📓
⏰ Duration: Self-paced (modular, ongoing) ⏳🔄
🏃♂️ Self Paced 🏃♀️
👨🏫 Created by: fast.ai community + ML researchers (Jeremy Howard influence + paper reading guides) 👨💻👩💻
🔗 Course Link 🔗🌐
https://course.fast.ai/
#AI #MachineLearning #DeepLearning #FastAI #TechEducation #Coding
Practical Deep Learning for Coders
Practical Deep Learning for Coders - Practical Deep Learning
A free course designed for people with some coding experience, who want to learn how to apply deep learning and machine learning to practical problems.
❤5
🚀 RESEARCH & DIGITAL SOLUTIONS — YOUR PARTNER IN SUCCESS!
Are you a researcher, student, business owner, or developer looking for professional support? We are here to help you turn your ideas into real results! 💡
🔬 1. Scientific Research & Academic Publishing
Professional review and evaluation of scientific manuscripts before submission.
Guidance on journal selection and publication strategies.
Expert advice to improve research quality and presentation.
Support for researchers throughout the academic publishing process.
💻 2. Website & Software Development
Professional website design and development for businesses and individuals.
Custom electronic systems tailored to your needs.
Technical assistance for students and academic projects.
⚙️ 3. API & User Interface (UI) Services
API development and integration.
Modern, responsive, and user-friendly interface design.
Seamless integration between applications and systems.
📊 4. Real-World & Synthetic Datasets
Providing real-world datasets for research and analysis.
Creating customized synthetic datasets according to your requirements.
Data support for scientific research, machine learning, and AI projects.
🤝 5. FREE Discussion & Consultation
Discuss your research ideas and technical projects with us.
Get initial guidance and recommendations.
Explore the best solutions for your academic or professional needs.
🌟 WHY CHOOSE US?
✅ Research and technology expertise in one place.
✅ Tailored solutions based on your needs.
✅ Professional guidance and practical support.
✅ Free initial discussion and consultation.
📩 CONTACT US ON TELEGRAM
👨💻 Team Admin & Support: @Omidyzd62
💬 Feel free to contact us to discuss your ideas, ask questions, or explore how we can help!
Your Research. Your Ideas. Our Expertise. Your Success. 🎯
#ResearchSupport #AcademicPublishing #ScientificResearch #WebDevelopment #SoftwareDevelopment #API #UIUX #Datasets #MachineLearning #ArtificialIntelligence #StudentSupport
Are you a researcher, student, business owner, or developer looking for professional support? We are here to help you turn your ideas into real results! 💡
🔬 1. Scientific Research & Academic Publishing
Professional review and evaluation of scientific manuscripts before submission.
Guidance on journal selection and publication strategies.
Expert advice to improve research quality and presentation.
Support for researchers throughout the academic publishing process.
💻 2. Website & Software Development
Professional website design and development for businesses and individuals.
Custom electronic systems tailored to your needs.
Technical assistance for students and academic projects.
⚙️ 3. API & User Interface (UI) Services
API development and integration.
Modern, responsive, and user-friendly interface design.
Seamless integration between applications and systems.
📊 4. Real-World & Synthetic Datasets
Providing real-world datasets for research and analysis.
Creating customized synthetic datasets according to your requirements.
Data support for scientific research, machine learning, and AI projects.
🤝 5. FREE Discussion & Consultation
Discuss your research ideas and technical projects with us.
Get initial guidance and recommendations.
Explore the best solutions for your academic or professional needs.
🌟 WHY CHOOSE US?
✅ Research and technology expertise in one place.
✅ Tailored solutions based on your needs.
✅ Professional guidance and practical support.
✅ Free initial discussion and consultation.
📩 CONTACT US ON TELEGRAM
👨💻 Team Admin & Support: @Omidyzd62
💬 Feel free to contact us to discuss your ideas, ask questions, or explore how we can help!
Your Research. Your Ideas. Our Expertise. Your Success. 🎯
#ResearchSupport #AcademicPublishing #ScientificResearch #WebDevelopment #SoftwareDevelopment #API #UIUX #Datasets #MachineLearning #ArtificialIntelligence #StudentSupport
❤3
🔥 Free IT & Dev Study Kits – 2026 Prep, No Signup
If you’re prepping for cloud, dev, or AI roles this year, these free kits cover the gaps most people skip — cert basics, hands-on labs, and mock exams. No signup traps, no hidden fees.
📘 Cert E-Book — covers Cisco & AWS fundamentals, good for first-time cert takers
→ https://bit.ly/4yrk1Ti
🪜 Online Free Course — structured path, works as a refresher before exams
→ https://bit.ly/4hUprRP
☁️ Free AI Materials — LLM basics to fine-tuning practice notebooks
→ https://bit.ly/4yt1iXy
📊 Cloud Study Guide — cheat-sheet style, handy for interview prep
→ https://bit.ly/4el4Eod
🧠 Free Mock Exam — test yourself before booking the real thing
→ https://bit.ly/4sbWlkl
📌 Save this or forward it to your dev/study group — good resources are worth sharing. 💪
🌐 Community: https://chat.whatsapp.com/CS7VOvQCLZG5BJPazBGm1v
📲 Personalized help: https://wa.link/xd2fu6
#Python #Cloud #AWS #Cisco #AI #MachineLearning #DevOps #ITCertification #FreeResources #TechCareers
If you’re prepping for cloud, dev, or AI roles this year, these free kits cover the gaps most people skip — cert basics, hands-on labs, and mock exams. No signup traps, no hidden fees.
📘 Cert E-Book — covers Cisco & AWS fundamentals, good for first-time cert takers
→ https://bit.ly/4yrk1Ti
🪜 Online Free Course — structured path, works as a refresher before exams
→ https://bit.ly/4hUprRP
☁️ Free AI Materials — LLM basics to fine-tuning practice notebooks
→ https://bit.ly/4yt1iXy
📊 Cloud Study Guide — cheat-sheet style, handy for interview prep
→ https://bit.ly/4el4Eod
🧠 Free Mock Exam — test yourself before booking the real thing
→ https://bit.ly/4sbWlkl
📌 Save this or forward it to your dev/study group — good resources are worth sharing. 💪
🌐 Community: https://chat.whatsapp.com/CS7VOvQCLZG5BJPazBGm1v
📲 Personalized help: https://wa.link/xd2fu6
#Python #Cloud #AWS #Cisco #AI #MachineLearning #DevOps #ITCertification #FreeResources #TechCareers
Forwarded from Python Courses & Resources
🚀 RESEARCH & DIGITAL SOLUTIONS — YOUR PARTNER IN SUCCESS!
Are you a researcher, student, business owner, or developer looking for professional support? We are here to help you turn your ideas into real results! 💡
🔬 1. Scientific Research & Academic Publishing
Professional review and evaluation of scientific manuscripts before submission.
Guidance on journal selection and publication strategies.
Expert advice to improve research quality and presentation.
Support for researchers throughout the academic publishing process.
💻 2. Website & Software Development
Professional website design and development for businesses and individuals.
Custom electronic systems tailored to your needs.
Technical assistance for students and academic projects.
⚙️ 3. API & User Interface (UI) Services
API development and integration.
Modern, responsive, and user-friendly interface design.
Seamless integration between applications and systems.
📊 4. Real-World & Synthetic Datasets
Providing real-world datasets for research and analysis.
Creating customized synthetic datasets according to your requirements.
Data support for scientific research, machine learning, and AI projects.
🤝 5. FREE Discussion & Consultation
Discuss your research ideas and technical projects with us.
Get initial guidance and recommendations.
Explore the best solutions for your academic or professional needs.
🌟 WHY CHOOSE US?
✅ Research and technology expertise in one place.
✅ Tailored solutions based on your needs.
✅ Professional guidance and practical support.
✅ Free initial discussion and consultation.
📩 CONTACT US ON TELEGRAM
👨💻 Team Admin & Support: @Omidyzd62
💬 Feel free to contact us to discuss your ideas, ask questions, or explore how we can help!
Your Research. Your Ideas. Our Expertise. Your Success. 🎯
#ResearchSupport #AcademicPublishing #ScientificResearch #WebDevelopment #SoftwareDevelopment #API #UIUX #Datasets #MachineLearning #ArtificialIntelligence #StudentSupport
Are you a researcher, student, business owner, or developer looking for professional support? We are here to help you turn your ideas into real results! 💡
🔬 1. Scientific Research & Academic Publishing
Professional review and evaluation of scientific manuscripts before submission.
Guidance on journal selection and publication strategies.
Expert advice to improve research quality and presentation.
Support for researchers throughout the academic publishing process.
💻 2. Website & Software Development
Professional website design and development for businesses and individuals.
Custom electronic systems tailored to your needs.
Technical assistance for students and academic projects.
⚙️ 3. API & User Interface (UI) Services
API development and integration.
Modern, responsive, and user-friendly interface design.
Seamless integration between applications and systems.
📊 4. Real-World & Synthetic Datasets
Providing real-world datasets for research and analysis.
Creating customized synthetic datasets according to your requirements.
Data support for scientific research, machine learning, and AI projects.
🤝 5. FREE Discussion & Consultation
Discuss your research ideas and technical projects with us.
Get initial guidance and recommendations.
Explore the best solutions for your academic or professional needs.
🌟 WHY CHOOSE US?
✅ Research and technology expertise in one place.
✅ Tailored solutions based on your needs.
✅ Professional guidance and practical support.
✅ Free initial discussion and consultation.
📩 CONTACT US ON TELEGRAM
👨💻 Team Admin & Support: @Omidyzd62
💬 Feel free to contact us to discuss your ideas, ask questions, or explore how we can help!
Your Research. Your Ideas. Our Expertise. Your Success. 🎯
#ResearchSupport #AcademicPublishing #ScientificResearch #WebDevelopment #SoftwareDevelopment #API #UIUX #Datasets #MachineLearning #ArtificialIntelligence #StudentSupport
❤1