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Beck_Moulton

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Hardcore ETL: Taming 5GB+ of Apple Health XML Data with DuckDB and dbt

Hardcore ETL: Taming 5GB+ of Apple Health XML Data with DuckDB and dbt

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4 min read

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From Dialogue to Execution: Building an AI Healthcare Agent with GPT-4o-mini and Playwright

From Dialogue to Execution: Building an AI Healthcare Agent with GPT-4o-mini and Playwright

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4 min read
Building an Autonomous Clinical Researcher: Track Breakthroughs with LangGraph and Semantic Scholar

Building an Autonomous Clinical Researcher: Track Breakthroughs with LangGraph and Semantic Scholar

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3 min read
Stop Manual Booking: Build a Claude 3.5 Doctor Appointment Assistant with MCP and Node.js

Stop Manual Booking: Build a Claude 3.5 Doctor Appointment Assistant with MCP and Node.js

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4 min read
Quantified Self: Syncing Whoop and Garmin Metrics with InfluxDB and Grafana

Quantified Self: Syncing Whoop and Garmin Metrics with InfluxDB and Grafana

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3 min read
Derm-Scan: Privacy-Preserving Vision Transformers (ViT) for Medical Screening with Opacus

Derm-Scan: Privacy-Preserving Vision Transformers (ViT) for Medical Screening with Opacus

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4 min read
Quantified Self: Building a Production-Grade ETL Pipeline for 10+ Wearables

Quantified Self: Building a Production-Grade ETL Pipeline for 10+ Wearables

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4 min read
Vectorizing Your Vitals: Converting 10GB of Apple Health Data into a Personal RAG Brain

Vectorizing Your Vitals: Converting 10GB of Apple Health Data into a Personal RAG Brain

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4 min read
Stop Sending Health Data to the Cloud! Build a Privacy-First Symptom Checker with WebGPU

Stop Sending Health Data to the Cloud! Build a Privacy-First Symptom Checker with WebGPU

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4 min read
Securing Biometrics: A Practical Guide to Differential Privacy for Health Data

Securing Biometrics: A Practical Guide to Differential Privacy for Health Data

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4 min read
Privacy First: Building a 100% Local AI Mental Health Companion with WebLLM and React

Privacy First: Building a 100% Local AI Mental Health Companion with WebLLM and React

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4 min read
Stop Ignoring Your Stress: Build a Voice-Driven Emotion Tracker with Wav2Vec 2.0

Stop Ignoring Your Stress: Build a Voice-Driven Emotion Tracker with Wav2Vec 2.0

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4 min read
Your Voice, Your Health: Tracking Stress and Anxiety with Vocal Biomarkers and XGBoost

Your Voice, Your Health: Tracking Stress and Anxiety with Vocal Biomarkers and XGBoost

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3 min read
Stop Trusting Your Smartwatch: Building a Deep Learning Stress Monitor from Raw PPG Data

Stop Trusting Your Smartwatch: Building a Deep Learning Stress Monitor from Raw PPG Data

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4 min read
Stop Manually Entering Medical Data: How to Automate PDF Lab Reports with LayoutParser & OCR

Stop Manually Entering Medical Data: How to Automate PDF Lab Reports with LayoutParser & OCR

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3 min read
Quantified Self 2.0: Build a Unified Health Data Warehouse with DuckDB and dbt

Quantified Self 2.0: Build a Unified Health Data Warehouse with DuckDB and dbt

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4 min read
Forget Manual Logs: Building a Real-Time Medication Compliance Auditor with YOLOv10 and TensorRT

Forget Manual Logs: Building a Real-Time Medication Compliance Auditor with YOLOv10 and TensorRT

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3 min read
Coding the Heart: Using SciPy and HRV to Predict Your Burnout Level

Coding the Heart: Using SciPy and HRV to Predict Your Burnout Level

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4 min read
Beyond To-Do Lists: Building a Closed-Loop Health Agent with LangGraph and Google Calendar

Beyond To-Do Lists: Building a Closed-Loop Health Agent with LangGraph and Google Calendar

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4 min read
Beyond the Spike: Building an AI-Powered Hypoglycemia Warning System with Transformers and CGM Data

Beyond the Spike: Building an AI-Powered Hypoglycemia Warning System with Transformers and CGM Data

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4 min read
Privacy-First Health AI: Running Llama-3 in Your Browser with WebGPU and WebLLM

Privacy-First Health AI: Running Llama-3 in Your Browser with WebGPU and WebLLM

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4 min read
From Pixels to Pulse: Building a Personal Health Knowledge Graph with Neo4j and Python

From Pixels to Pulse: Building a Personal Health Knowledge Graph with Neo4j and Python

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4 min read
Beyond Words: Building an AI Stress Detector with Wav2Vec 2.0 and PyTorch

Beyond Words: Building an AI Stress Detector with Wav2Vec 2.0 and PyTorch

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4 min read
Save Your Spine: Building a Real-Time AI Posture Coach with MediaPipe and Electron

Save Your Spine: Building a Real-Time AI Posture Coach with MediaPipe and Electron

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3 min read
Beyond Basic Chatbots: Building a Life-Saving Closed-Loop Glucose Agent with LangGraph

Beyond Basic Chatbots: Building a Life-Saving Closed-Loop Glucose Agent with LangGraph

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4 min read
Advanced RAG: Parsing Complex Medical PDFs with LayoutLMv3 and LlamaIndex

Advanced RAG: Parsing Complex Medical PDFs with LayoutLMv3 and LlamaIndex

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3 min read
From Static PDFs to Living Data: Connecting Local EMRs to Claude using Model Context Protocol (MCP)

From Static PDFs to Living Data: Connecting Local EMRs to Claude using Model Context Protocol (MCP)

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4 min read
From Messy Med-Reports to Smart Insights: Building a FHIR-Powered Medical RAG with Milvus

From Messy Med-Reports to Smart Insights: Building a FHIR-Powered Medical RAG with Milvus

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3 min read
Stop Sending Medical Data to the Cloud: Build a Local EMR De-identifier with WebLLM and WebGPU

Stop Sending Medical Data to the Cloud: Build a Local EMR De-identifier with WebLLM and WebGPU

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4 min read
Stop Uploading Your Vitals: Local Health AI on M3 Mac with MLX and Llama-3

Stop Uploading Your Vitals: Local Health AI on M3 Mac with MLX and Llama-3

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4 min read
From Messy Health Data to Actionable Insights: Building a Personal Knowledge Graph with Neo4j and Apache Hop

From Messy Health Data to Actionable Insights: Building a Personal Knowledge Graph with Neo4j and Apache Hop

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3 min read
Chatting with 3 Billion Base Pairs: Building a RAG Index for Your Personal Genome (WGS)

Chatting with 3 Billion Base Pairs: Building a RAG Index for Your Personal Genome (WGS)

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4 min read
Medicine Encyclopedia 2.0: Stop Guessing and Start Scanning with Multimodal RAG

Medicine Encyclopedia 2.0: Stop Guessing and Start Scanning with Multimodal RAG

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4 min read
Predictive Health: Building an LSTM-Transformer Hybrid to Forecast Glucose Spikes with CGM Data

Predictive Health: Building an LSTM-Transformer Hybrid to Forecast Glucose Spikes with CGM Data

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4 min read
From Messy JSON to Health Insights: Building a Modern ETL Pipeline with DBT and BigQuery

From Messy JSON to Health Insights: Building a Modern ETL Pipeline with DBT and BigQuery

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3 min read
Stop Guessing Your Health: Build a Unified Quantified Self Dashboard with Streamlit and ECharts

Stop Guessing Your Health: Build a Unified Quantified Self Dashboard with Streamlit and ECharts

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4 min read
Stop Guessing Your Health! Build a "Personal Health Oracle" using RAG, Pinecone, and PubMed

Stop Guessing Your Health! Build a "Personal Health Oracle" using RAG, Pinecone, and PubMed

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4 min read
Stop Overtraining: Build a Bio-Hacker Agent with LangGraph and WHOOP

Stop Overtraining: Build a Bio-Hacker Agent with LangGraph and WHOOP

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4 min read
From "Ouch" to "Booked": Building an AI Medical Triage Agent with OpenAI & Playwright

From "Ouch" to "Booked": Building an AI Medical Triage Agent with OpenAI & Playwright

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4 min read
More Than Just Labels: Building a Skin Lesion Classifier with ResNet-50 and Explainable AI (Grad-CAM)

More Than Just Labels: Building a Skin Lesion Classifier with ResNet-50 and Explainable AI (Grad-CAM)

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4 min read
Building a Personal Health Agent with LangGraph: From Blood Tests to Pharmacy Checkouts

Building a Personal Health Agent with LangGraph: From Blood Tests to Pharmacy Checkouts

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3 min read
Voice to Vitals: Building a Privacy-First Mental Health Analyzer with Wav2Vec 2.0 and FastAPI

Voice to Vitals: Building a Privacy-First Mental Health Analyzer with Wav2Vec 2.0 and FastAPI

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3 min read
From Blood Test to Doctor's Appointment: Building an Autonomous Health Agent with LangGraph and GPT-4

From Blood Test to Doctor's Appointment: Building an Autonomous Health Agent with LangGraph and GPT-4

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4 min read
Stop the Spike! Predicting Postprandial Glucose with Temporal Convolutional Networks (TCN)

Stop the Spike! Predicting Postprandial Glucose with Temporal Convolutional Networks (TCN)

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4 min read
Pose as Data: Building a Real-Time AI Physical Therapist with MediaPipe and GPT-4o

Pose as Data: Building a Real-Time AI Physical Therapist with MediaPipe and GPT-4o

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3 min read
Stop Leaking Your Vitals: Training Private AI Models with PyTorch and Opacus

Stop Leaking Your Vitals: Training Private AI Models with PyTorch and Opacus

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4 min read
Taming Biological Chaos: Predicting Glucose Fluctuations with Time-Series Transformers

Taming Biological Chaos: Predicting Glucose Fluctuations with Time-Series Transformers

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3 min read
Beyond Just a Photo: Building a Pixel-Perfect Calorie Estimator with SAM and GPT-4o

Beyond Just a Photo: Building a Pixel-Perfect Calorie Estimator with SAM and GPT-4o

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4 min read
Multimodal RAG in Action: Building a Skin Health Assistant with CLIP and Milvus

Multimodal RAG in Action: Building a Skin Health Assistant with CLIP and Milvus

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4 min read
GPT-4o Vision: Building a Smart Home Pharmacy Guard for Drug-Drug Interactions (DDI)

GPT-4o Vision: Building a Smart Home Pharmacy Guard for Drug-Drug Interactions (DDI)

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4 min read
Stop Burning Out: Using XGBoost and HRV Data to Predict Physical Exhaustion

Stop Burning Out: Using XGBoost and HRV Data to Predict Physical Exhaustion

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4 min read
Build Your Private "Health Brain": Local Llama-3 on MacBook with MLX & HealthKit

Build Your Private "Health Brain": Local Llama-3 on MacBook with MLX & HealthKit

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4 min read
Predicting the Spike: Building a CGM Warning System with Transformers and PyTorch Forecasting

Predicting the Spike: Building a CGM Warning System with Transformers and PyTorch Forecasting

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4 min read
Privacy-First Mental Health AI: Building a Zero-Backend Sentiment Tracker with WebLLM and Transformers.js

Privacy-First Mental Health AI: Building a Zero-Backend Sentiment Tracker with WebLLM and Transformers.js

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4 min read
Stop Taking the Wrong Pills: Building a Vision Pro AR Med-Agent with Gemini 1.5 Pro

Stop Taking the Wrong Pills: Building a Vision Pro AR Med-Agent with Gemini 1.5 Pro

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3 min read
Automate Your Health: Building an AI Medical Agent with GPT-4 Function Calling and Google Calendar

Automate Your Health: Building an AI Medical Agent with GPT-4 Function Calling and Google Calendar

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4 min read
Build an Autonomous AI Nutritionist: From Blood Sugar Prediction to Instacart Checkout

Build an Autonomous AI Nutritionist: From Blood Sugar Prediction to Instacart Checkout

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3 min read
Stop Ignoring Your Snore: Building a Local Sleep Apnea Detector with OpenAI Whisper and Librosa

Stop Ignoring Your Snore: Building a Local Sleep Apnea Detector with OpenAI Whisper and Librosa

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4 min read
From Shaky Squats to Perfect Form: Master Workout Analysis with Dynamic Time Warping (DTW)

From Shaky Squats to Perfect Form: Master Workout Analysis with Dynamic Time Warping (DTW)

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4 min read
Stop Guessing Your Energy: Build a LangGraph Health Agent to Hack Your Productivity

Stop Guessing Your Energy: Build a LangGraph Health Agent to Hack Your Productivity

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4 min read
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