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Beck_Moulton

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Skin Health on the Edge: Porting EfficientNet to iOS with CoreML for Instant, Private Analysis

Skin Health on the Edge: Porting EfficientNet to iOS with CoreML for Instant, Private Analysis

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4 min read

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Bye-Bye Server Costs: Building a Real-Time AI Fitness Coach with WebLLM, WebGPU, and MediaPipe

Bye-Bye Server Costs: Building a Real-Time AI Fitness Coach with WebLLM, WebGPU, and MediaPipe

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3 min read
From "Dirty" Data to Actionable Insights: Building a Quantified Self Warehouse with DuckDB and dbt

From "Dirty" Data to Actionable Insights: Building a Quantified Self Warehouse with DuckDB and dbt

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4 min read
Stop Fighting Silos: Build a Personal Health Data Lake with DuckDB and dbt

Stop Fighting Silos: Build a Personal Health Data Lake with DuckDB and dbt

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4 min read
Local-First Health AI: Cleaning and Vectorizing Apple HealthKit Data with Swift and Core ML

Local-First Health AI: Cleaning and Vectorizing Apple HealthKit Data with Swift and Core ML

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4 min read
From XML Chaos to Quantified Self: Building a Lightning-Fast Apple Health Pipeline with Polars

From XML Chaos to Quantified Self: Building a Lightning-Fast Apple Health Pipeline with Polars

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4 min read
Predicting the Dip: Building a Real-Time Hypoglycemia Alert System with Temporal Fusion Transformers (TFT)

Predicting the Dip: Building a Real-Time Hypoglycemia Alert System with Temporal Fusion Transformers (TFT)

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4 min read
Stop Uploading Your Medical Data: Build a Private Apple Health AI with MLX and Llama-3 on your Mac

Stop Uploading Your Medical Data: Build a Private Apple Health AI with MLX and Llama-3 on your Mac

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4 min read
100% Private Skin Screening: Building an Edge AI Vision App with WebGPU and Transformers.js

100% Private Skin Screening: Building an Edge AI Vision App with WebGPU and Transformers.js

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3 min read
Decentralized Medical AI: How to Build HIPAA-Ready Analytics with Differential Privacy

Decentralized Medical AI: How to Build HIPAA-Ready Analytics with Differential Privacy

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3 min read
Stop Slouching! Build a Real-Time AI Posture Coach with MediaPipe and Electron

Stop Slouching! Build a Real-Time AI Posture Coach with MediaPipe and Electron

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4 min read
Stop the Sugar Spike! Building an Autonomous CGM-Aware Diet Agent with OpenAI Function Calling

Stop the Sugar Spike! Building an Autonomous CGM-Aware Diet Agent with OpenAI Function Calling

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3 min read
From Pixels to Prescriptions: Build an AI-Powered Med Tracker with YOLOv8 and OCR

From Pixels to Prescriptions: Build an AI-Powered Med Tracker with YOLOv8 and OCR

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3 min read
From Soundwaves to Sleep Health: Building a Local AI Snoring & Apnea Detector with Whisper and TensorFlow.js

From Soundwaves to Sleep Health: Building a Local AI Snoring & Apnea Detector with Whisper and TensorFlow.js

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3 min read
Predicting the Future of Blood Sugar: Building a CGM Anomaly Predictor with LSTM & Transformers

Predicting the Future of Blood Sugar: Building a CGM Anomaly Predictor with LSTM & Transformers

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4 min read
Beyond Words: Building a Real-time Multimodal Stress Detector with Wav2Vec 2.0 and OpenFace

Beyond Words: Building a Real-time Multimodal Stress Detector with Wav2Vec 2.0 and OpenFace

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4 min read
From Pixels to Plasma: Predicting Blood Glucose Dips with Transformers

From Pixels to Plasma: Predicting Blood Glucose Dips with Transformers

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4 min read
Your Health Data Stays on Your Phone: Building a Private Health AI with Llama-3 and MLX-Swift

Your Health Data Stays on Your Phone: Building a Private Health AI with Llama-3 and MLX-Swift

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3 min read
Privacy-First AI: Fine-Tuning Llama-3 on Your MacBook to Decipher 10 Years of Health Reports

Privacy-First AI: Fine-Tuning Llama-3 on Your MacBook to Decipher 10 Years of Health Reports

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4 min read
From Ring to Repo: Predicting Developer Fatigue Using Oura Data and Random Forest

From Ring to Repo: Predicting Developer Fatigue Using Oura Data and Random Forest

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3 min read
Stop Slouching! Build a Real-time AI Posture Guard with MediaPipe and Vue.js

Stop Slouching! Build a Real-time AI Posture Guard with MediaPipe and Vue.js

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4 min read
From Dust-Covered PDFs to AI-Powered Insights: Building a 10-Year Health RAG Pipeline

From Dust-Covered PDFs to AI-Powered Insights: Building a 10-Year Health RAG Pipeline

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3 min read
Medicine Safety Gatekeeper: Building a Real-Time Drug Interaction & Expiration Checker with YOLOv10

Medicine Safety Gatekeeper: Building a Real-Time Drug Interaction & Expiration Checker with YOLOv10

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3 min read
Heartbeats in Sync: Mastering Real-Time Sensor Fusion with Apache Flink and Kafka

Heartbeats in Sync: Mastering Real-Time Sensor Fusion with Apache Flink and Kafka

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4 min read
Quantified Self: Transform Your Medical PDFs into a Personal Health Oracle with RAG & PubMed

Quantified Self: Transform Your Medical PDFs into a Personal Health Oracle with RAG & PubMed

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4 min read
Stop Stressing! Build a Real-Time HRV Anomaly Detector with Python and Scikit-Learn

Stop Stressing! Build a Real-Time HRV Anomaly Detector with Python and Scikit-Learn

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3 min read
Beyond APIs: Building a Privacy-First Drug Interaction Tool with WebGPU and WebLLM

Beyond APIs: Building a Privacy-First Drug Interaction Tool with WebGPU and WebLLM

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4 min read
DIY AI Physical Therapist: Real-Time Pose Correction with React Native and MediaPipe

DIY AI Physical Therapist: Real-Time Pose Correction with React Native and MediaPipe

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3 min read
Beyond the Wrist: Detecting Sickness Before It Hits with HRV Anomaly Detection and Scikit-learn

Beyond the Wrist: Detecting Sickness Before It Hits with HRV Anomaly Detection and Scikit-learn

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4 min read
From Heartbeats to Health: Building a Transformer-based HRV Forecasting System for Overtraining Prevention

From Heartbeats to Health: Building a Transformer-based HRV Forecasting System for Overtraining Prevention

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4 min read
Mastering HRV: Building a Stress Predictor with Random Forest, LSTM, and Wearable Data

Mastering HRV: Building a Stress Predictor with Random Forest, LSTM, and Wearable Data

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4 min read
Stop Trusting the Black Box: Building Your Own Stress Score Engine from Raw PPG Signals

Stop Trusting the Black Box: Building Your Own Stress Score Engine from Raw PPG Signals

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4 min read
Stop Guessing! Use Causal Inference to Analyze Your Health Habits with Python and DoWhy

Stop Guessing! Use Causal Inference to Analyze Your Health Habits with Python and DoWhy

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4 min read
From Heartbeat to Hospital: Building a Closed-Loop Health Agent with LangGraph

From Heartbeat to Hospital: Building a Closed-Loop Health Agent with LangGraph

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3 min read
Keep Your Heart Rate to Yourself: Building Privacy-First Fitness AI with Federated Learning

Keep Your Heart Rate to Yourself: Building Privacy-First Fitness AI with Federated Learning

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4 min read
Taming the Beast: Building a High-Performance ETL Pipeline for Apple Health’s Massive XML Exports

Taming the Beast: Building a High-Performance ETL Pipeline for Apple Health’s Massive XML Exports

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4 min read
From Zzz's to Data: Building an AI-Powered Sleep Apnea Monitor with Whisper-v3

From Zzz's to Data: Building an AI-Powered Sleep Apnea Monitor with Whisper-v3

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4 min read
Stop Slouching! Build an AI-Powered Posture Monitor with MediaPipe and Python

Stop Slouching! Build an AI-Powered Posture Monitor with MediaPipe and Python

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4 min read
ETL for Longevity: Automating Blood Test Analysis with GPT-4 and Instructor

ETL for Longevity: Automating Blood Test Analysis with GPT-4 and Instructor

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4 min read
Building Your "Digital Twin" Health Agent: Automate Your Life with LangGraph and Oura

Building Your "Digital Twin" Health Agent: Automate Your Life with LangGraph and Oura

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4 min read
From Pixels to Prescriptions: Building an AI Pharmacist with YOLOv10 and RAG

From Pixels to Prescriptions: Building an AI Pharmacist with YOLOv10 and RAG

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4 min read
Stop Snoring, Start Analyzing: Building a Real-time Sleep Monitor with OpenAI Whisper & Silero VAD

Stop Snoring, Start Analyzing: Building a Real-time Sleep Monitor with OpenAI Whisper & Silero VAD

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4 min read
Your Data, Your Privacy: Building a Collaborative Allergy Predictor with Federated Learning

Your Data, Your Privacy: Building a Collaborative Allergy Predictor with Federated Learning

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4 min read
Beyond Words: Building an AI Mental Health Monitor with HuBERT and Psycho-Acoustics

Beyond Words: Building an AI Mental Health Monitor with HuBERT and Psycho-Acoustics

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3 min read
From Pixels to Prescriptions: Building a Smart Pill Reminder with YOLOv8 and Raspberry Pi

From Pixels to Prescriptions: Building a Smart Pill Reminder with YOLOv8 and Raspberry Pi

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3 min read
Stop Guessing Your Calories: Building a Real-Time Multimodal Nutrition Engine with GPT-4o Vision

Stop Guessing Your Calories: Building a Real-Time Multimodal Nutrition Engine with GPT-4o Vision

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4 min read
Building an AI Pharmacist: Detecting Drug-Drug Interactions with RAG and OCR

Building an AI Pharmacist: Detecting Drug-Drug Interactions with RAG and OCR

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3 min read
Stop Fighting Your Fitness Data: Build a Serverless Warehouse with DuckDB and dbt

Stop Fighting Your Fitness Data: Build a Serverless Warehouse with DuckDB and dbt

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3 min read
Unlocking High-Performance Health Tech: Building a Real-Time HRV Anomaly Engine with Rust and WebAssembly

Unlocking High-Performance Health Tech: Building a Real-Time HRV Anomaly Engine with Rust and WebAssembly

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4 min read
Stop Guessing Calories: Build a Multimodal Food Estimation Pipeline with GPT-4o & SAM

Stop Guessing Calories: Build a Multimodal Food Estimation Pipeline with GPT-4o & SAM

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4 min read
From CGM Alerts to Automated Grocery Shopping: Building an Autonomous Nutritionist Agent with Browser-use and LangChain

From CGM Alerts to Automated Grocery Shopping: Building an Autonomous Nutritionist Agent with Browser-use and LangChain

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4 min read
From Pixels to Proteins: Building a Real-Time Dietary Analyzer with GPT-4o & Pydantic

From Pixels to Proteins: Building a Real-Time Dietary Analyzer with GPT-4o & Pydantic

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3 min read
Snoring Secrets: Fine-Tuning Whisper-v3 to Identify Sleep Apnea Events Like a Pro

Snoring Secrets: Fine-Tuning Whisper-v3 to Identify Sleep Apnea Events Like a Pro

Comments
4 min read
From Soundwaves to Self-Care: Building an Early Depression Screening System with Wav2Vec 2.0

From Soundwaves to Self-Care: Building an Early Depression Screening System with Wav2Vec 2.0

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4 min read
From Raw Data to Private Insights: Mastering Differential Privacy for Health Datasets

From Raw Data to Private Insights: Mastering Differential Privacy for Health Datasets

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4 min read
Snap & Eat: Building a Real-time Calorie Tracker with GPT-4o and YOLOv10

Snap & Eat: Building a Real-time Calorie Tracker with GPT-4o and YOLOv10

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3 min read
Stop Slouching! Build a Real-Time Spine Posture Monitor using MediaPipe and Python

Stop Slouching! Build a Real-Time Spine Posture Monitor using MediaPipe and Python

Comments
3 min read
Quantified Self: Turn Your Massive Apple Health XML into a Lightning-Fast DuckDB Database

Quantified Self: Turn Your Massive Apple Health XML into a Lightning-Fast DuckDB Database

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3 min read
Fix Your Posture with AI: Building a Real-time Spine Monitor in the Browser

Fix Your Posture with AI: Building a Real-time Spine Monitor in the Browser

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4 min read
Forget Rigid Calendars: Using LangChain and Fitbit to Build a Burnout-Proof Schedule

Forget Rigid Calendars: Using LangChain and Fitbit to Build a Burnout-Proof Schedule

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4 min read
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