You will get a Custom AI Decision Support System with Explainable AI integration
Project details
Stop using "Black-Box" AI for critical healthcare decisions.
Most AI models only provide a percentage, leaving clinicians guessing "why." This project delivers a Clinical-Grade Decision Support System (CDSS) that bridges the gap between raw data and clinical action.
Developed by an AI Specialist and Founder of PT Nucleo Techwise Indonesia, this solution focuses on transparency and accuracy.
What You Get:
Explainable AI (XAI): Integrated SHAP value visualization to explain every prediction factor (e.g., Metabolic Syndrome Index, Cardiovascular Risk).
Automated Clinical Reports: Generate professional PDF Care Plans including diagnostics, pharmacotherapy (e.g., Metformin dosing), and lifestyle interventions.
Secure Streamlit Dashboard: A modern, high-performance UI for real-time patient assessment.
Enterprise Integration: Full API architecture (FastAPI/Flask) to sync with your existing EMR/EHR.
Ideal for clinics, labs, and health-tech startups looking for a validated, secure, and production-ready AI solution.
Most AI models only provide a percentage, leaving clinicians guessing "why." This project delivers a Clinical-Grade Decision Support System (CDSS) that bridges the gap between raw data and clinical action.
Developed by an AI Specialist and Founder of PT Nucleo Techwise Indonesia, this solution focuses on transparency and accuracy.
What You Get:
Explainable AI (XAI): Integrated SHAP value visualization to explain every prediction factor (e.g., Metabolic Syndrome Index, Cardiovascular Risk).
Automated Clinical Reports: Generate professional PDF Care Plans including diagnostics, pharmacotherapy (e.g., Metformin dosing), and lifestyle interventions.
Secure Streamlit Dashboard: A modern, high-performance UI for real-time patient assessment.
Enterprise Integration: Full API architecture (FastAPI/Flask) to sync with your existing EMR/EHR.
Ideal for clinics, labs, and health-tech startups looking for a validated, secure, and production-ready AI solution.
Machine Learning Tools
Amazon SageMaker, BERT, ChatGPT, MLflow, NLTK, NumPy, pandas, Python, scikit-learn, SciPy, SQL, TensorFlow, XGBoostWhat's included
| Service Tiers |
Starter
$499
|
Standard
$1,299
|
Advanced
$2,199
|
|---|---|---|---|
| Delivery Time | 5 days | 12 days | 21 days |
Number of Revisions | 2 | 3 | 5 |
Number of Model Variations | 1 | 3 | 5 |
Number of Scenarios | 2 | 5 | 10 |
Number of Graphs/Charts | 2 | 6 | 12 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | ||
Source Code | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$199 - $800
Additional Revision
+$75
Additional Model Variation
(+ 2 Days)
+$200
Additional Scenario
(+ 1 Day)
+$50
Additional Graph/Chart
(+ 1 Day)
+$100
Model Documentation
(+ 3 Days)
+$200
Data Source Connectivity
(+ 4 Days)
+$400
Source Code
+$1,500
Explainable AI (SHAP) Reasoning
(+ 3 Days)
+$450Frequently asked questions
About Afrizal
AI Engineer & Data Scientist | LLM Architect
Semarang, Indonesia - 11:43 am local time
Need complex Machine Learning models built yesterday? Or a 1M+ row dataset cleaned without memory errors? I deliver expert results at research-grade quality and production-grade speed.
As a Master’s researcher in Federated Multi-Agent Reinforcement Learning, I specialize in:
High-Speed Data Engineering: Cleaning, deduplicating, and transforming 1M+ rows efficiently using Polars and vectorized operations (10x faster than standard Pandas).
Advanced Predictive Modeling: Precision-driven Classification & Regression (XGBoost, LightGBM, Scikit-Learn) for business-critical forecasting.
Deep Learning & Research: Custom PyTorch/TensorFlow architectures for Computer Vision, NLP, and complex pattern recognition.
Agentic Workflows: Orchestrating LLMs using LangGraph & CrewAI for autonomous enterprise automation.
Why work with me?
Speed: My pipelines are pre-built for efficiency. I don't just write scripts; I build optimized engines.
Scalability: I handle massive datasets that crash typical environments.
Insight: I bridge the gap between academic research and real-world ROI.
Whether it's a quick data cleaning task or a complex AI architecture, I provide clean, modular, and documented code.
Let’s get your project moving. Click Invite to start.
Steps for completing your project
After purchasing the project, send requirements so Afrizal can start the project.
Delivery time starts when Afrizal receives requirements from you.
Afrizal works on your project following the steps below.
Revisions may occur after the delivery date.
Requirement Analysis & Data Audit
We review your clinical datasets (CSV/SQL) and define specific diagnostic features.
AI Model Development & XAI Integration
Training high-accuracy predictive models with SHAP integration for clinical transparency