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Saving Lives through Early Clinical Risk Detection
Application is live at: https://495a-35-237-151-197.ngrok-free.app
The Problem: Heart failure is a leading cause of global mortality; the difference between survival and fatality often depends on how early a high-risk patient is identified. The Solution: I developed a clinical diagnostic tool that analyzes patient health markers to forecast mortality risk, assisting medical professionals in prioritizing life-saving care. Key Impacts:
Early Intervention: The model identified that follow-up time is the single most critical factor in reducing fatalities, emphasizing the need for early diagnosis and consistent monitoring.
Precision Diagnostics: By analyzing heart efficiency (ejection fraction) and chemical markers like serum creatinine, the tool provides a high-accuracy (84.49%) risk score for every patient.
Clinical Support: The system helps doctors look past "statistical flukes" by accounting for outliers in medical data, ensuring that extreme clinical cases are caught rather than ignored.
Actionable Health Insights: Demonstrated a clear link between age, heart efficiency, and chemical abundance, giving providers a data-driven framework to improve long-term patient outcomes
dashboadmachinelearningData AnalysisData VisualizationMachine Learning EngineeringDash PlotlyMatplotlibPython
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Lost 2 days building a complex n8n workflow. Here's what I learned.✌️
The project: A 12-node AI Receptionist automation for a luxury resort in Bangladesh. Multi-channel (WhatsApp, Telegram, Voice), 9 Google Sheets, Gemini API, payment automation, customer CRM.
What went wrong: Added a new voice integration node. Accidentally deleted the entire workflow.
Why it happened:
No JSON exports after milestones
No version control (Git)
Testing changes LIVE on production workflow
No documentation
Building locally with zero redundancy
The fix (now implemented):
✅ JSON backups after every 2-3 nodes
✅ GitHub versioning
✅ Clone workflows for testing
✅ Modular design
✅ Complete documentation
For automation professionals: You're not just builders—you're engineers.
Treat workflows like software:
Documentation
Version control
Backup strategy
Modular testing
Client delays = lost revenue + credibility damage.
Make the systems bulletproof.
How do you prevent data loss in your automation builds? 👇
#n8n #Automation #WorkflowAutomation #NoCode #LessonsLearned #make #AIAutomation #DataAnalyst #MachineLearning
I'd try restoring one of those JSON backups into a cloned workflow before the next handoff. That way you know it can actually get you running again.
Excel Data Entry & Financial Records
I provide accurate and organized Excel data entry and financial record management services.
✅ Excel data entry
✅ Financial records
✅ Data organization
✅ Expense & income tracking
✅ Basic reporting
If you need clean and organized financial data, feel free to contact me.
🚀 SAP Business One, Data Analysis & Power BI Specialist | Integrations, Custom Development & Business Intelligence
I’m a SAP Business One & Data Analytics professional with 9 years of experience in SAP Business One implementations, development, customization, support, reporting, integrations, and business intelligence, along with 4 years of hands-on Power BI/Excel experience.
I work with businesses to extend their SAP Business One ecosystem, automate manual processes, integrate third-party platforms, improve reporting, and transform ERP data into meaningful business insights.
🔹 SAP Business One
• SAP Business One implementation, customization & technical support
• SAP B1 SQL Server & SAP HANA
• UDF, UDT, UDO & Form customization
• Transaction Notification & Stored Procedures
• Formatted Searches, Alerts & Approvals
• Query Reports & complex SQL/HANA queries
• DTW & data migration
• Add-on development & customization
• DI API / Service Layer / REST API integrations
• SAP B1 troubleshooting & performance optimization
🔹 Custom Development & Integrations
• Custom SAP B1 Add-ons
• Web portals connected with SAP B1
• REST API / third-party API integrations
• E-commerce integrations – Shopify, WooCommerce & other platforms
• CRM integrations – Salesforce, HubSpot & similar platforms
• Automated data synchronization between ERP and external systems
• Custom business workflows and approval processes
• .NET / C# based SAP B1 development
🔹 Power BI/Excel & Business Intelligence
• Interactive management dashboards
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• KPI dashboards and executive reporting
• SAP B1/Other sources → Power BI reporting solutions
• Power BI Desktop & Power BI Service
• Power Query / M
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• Data modeling & star-schema design
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• Excel automation / VBA
• SQL & HANA query development
• Stored procedures & database reporting
• Data transformation and cleansing
• ETL / data preparation
• Report performance optimization
🔹 Automation
• Microsoft Power Automate
• Automated reporting workflows
• Scheduled data processing
• Email and notification automation
• Background task automation
• Reducing repetitive manual processes
🔹 Technical Skills
SAP: SAP Business One, SAP B1 HANA, SAP B1 SQL, SDK, DI API, Service Layer, DTW, UDO, UDT, UDF, TransactionNotification
BI & Reporting: Power BI, DAX, Power Query, M, Power BI Service, Excel, VBA, Crystal Reports
Development: C#, .NET, REST API, Web API, SQL, HANA SQL, JavaScript, React / Next.js
Databases: SQL Server, SAP HANA, ODBC, OLE DB
Integrations: Shopify, WooCommerce, Salesforce, HubSpot, REST APIs, third-party applications
💼 Projects I Can Help With
✔ SAP Business One implementation & technical support
✔ SAP B1 customization and enhancement
✔ SAP B1 Add-on development
✔ SAP B1/Other sources ↔ Power BI integration
✔ SAP B1 ↔ E-commerce / CRM integration
✔ Custom web portals & business applications
✔ Crystal Reports and reporting solutions
✔ SQL/HANA query development & optimization
✔ Power BI dashboards and analytics
✔ Excel automation and reporting
✔ Database/query performance tuning
✔ Business process automation
✔ Data visualization and management reporting
I’m available for freelance, contractual, project-based, remote, short-term and long-term engagements, depending on the project requirements.
If you’re looking for someone who can work across SAP Business One + Development + Integrations + Reporting + Power BI, feel free to reach out.
📩 Available for new projects and collaborations.
Let’s discuss your requirement and find the right technical solution.
#SAPBusinessOne #SAPB1 #PowerBI #SAP #BusinessIntelligence #DataAnalytics #CrystalReports #DAX #PowerQuery #SQL #SAPHANA #SQLServer #SAPB1Developer #SAPDeveloper #AddonDevelopment #DIAPI #ServiceLayer #RESTAPI #APIIntegration #Shopify #WooCommerce #Salesforce #HubSpot #PowerAutomate #DataVisualization #DashboardDevelopment #BusinessAnalytics #ERP #ERPIntegration #CustomDevelopment #FreelanceDeveloper #RemoteDeveloper #ContractDeveloper #Freelance #OpenForWork
