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Beck_Moulton

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Skin Cancer Screening on a $10 Chip? Building a Real-time Edge AI System with TensorFlow Lite Micro

Skin Cancer Screening on a $10 Chip? Building a Real-time Edge AI System with TensorFlow Lite Micro

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4 min read

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Quantified Self: How I Built a "God-Mode" Health Dashboard with InfluxDB and Grafana

Quantified Self: How I Built a "God-Mode" Health Dashboard with InfluxDB and Grafana

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3 min read
Stop the Spikes: Building a Real-Time CGM AI Agent for Proactive Health Intervention

Stop the Spikes: Building a Real-Time CGM AI Agent for Proactive Health Intervention

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3 min read
Beyond Smartwatches: Building a Multi-Agent AI System for Real-Time Chronic Disease Management

Beyond Smartwatches: Building a Multi-Agent AI System for Real-Time Chronic Disease Management

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4 min read
AI Physical Therapist: How to Build Real-Time Pose Correction in Your Browser with MediaPipe

AI Physical Therapist: How to Build Real-Time Pose Correction in Your Browser with MediaPipe

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4 min read
Zero-Leak AI: Building a Private Health Intelligence System on MacBook with Llama-3 and MLX

Zero-Leak AI: Building a Private Health Intelligence System on MacBook with Llama-3 and MLX

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3 min read
Your House is Watching Your Heart: Building a Biometric-Driven Autonomous Health Agent

Your House is Watching Your Heart: Building a Biometric-Driven Autonomous Health Agent

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4 min read
Stop Sending Health Data to the Cloud: Build a Fully Offline Android Medical Assistant with MediaPipe

Stop Sending Health Data to the Cloud: Build a Fully Offline Android Medical Assistant with MediaPipe

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4 min read
Your Mac, Your Data: Local EMR Processing with Llama-3 and MLX

Your Mac, Your Data: Local EMR Processing with Llama-3 and MLX

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4 min read
Quantified Self 2.0: Build Your Own Personal Health Data Lake with DuckDB and Apache Superset

Quantified Self 2.0: Build Your Own Personal Health Data Lake with DuckDB and Apache Superset

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4 min read
Cracking the Glucose Code: Predicting Post-Meal Spikes with Transformers and PyTorch

Cracking the Glucose Code: Predicting Post-Meal Spikes with Transformers and PyTorch

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4 min read
Goodbye Cloud! Build a Privacy-First Medical Summarizer with WebLLM, WebGPU, and React

Goodbye Cloud! Build a Privacy-First Medical Summarizer with WebLLM, WebGPU, and React

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4 min read
DIY Sleep Apnea Guardian: Fine-tuning Whisper.cpp for Edge Audio Analysis

DIY Sleep Apnea Guardian: Fine-tuning Whisper.cpp for Edge Audio Analysis

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4 min read
From Chaos to Clarity: Building a Personalized "Quantified Self" Dashboard with dbt and Superset

From Chaos to Clarity: Building a Personalized "Quantified Self" Dashboard with dbt and Superset

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3 min read
Skin Lesion Screening at the Edge: Real-Time Detection with MobileNetV3 and TFLite

Skin Lesion Screening at the Edge: Real-Time Detection with MobileNetV3 and TFLite

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3 min read
Decoding Stress: Building an HRV Anomaly Detector with VAE and InfluxDB

Decoding Stress: Building an HRV Anomaly Detector with VAE and InfluxDB

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4 min read
Stop Misreading Labels: Building a Vision-Powered Prescription Assistant with SAM and LangChain

Stop Misreading Labels: Building a Vision-Powered Prescription Assistant with SAM and LangChain

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4 min read
Your Mac is Your Therapist: Finetuning a Personal Emotion LLM on M3 using MLX & LoRA

Your Mac is Your Therapist: Finetuning a Personal Emotion LLM on M3 using MLX & LoRA

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4 min read
From Spikes to Solutions: Building a Closed-Loop Health Agent with LangGraph and Dexcom API

From Spikes to Solutions: Building a Closed-Loop Health Agent with LangGraph and Dexcom API

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4 min read
Your Browser, Your Secrets: Building a Fully Local Mental Health AI with Llama-3 and WebLLM

Your Browser, Your Secrets: Building a Fully Local Mental Health AI with Llama-3 and WebLLM

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4 min read
Hack Your Deep Sleep: Building a Self-Optimizing Bedroom with Oura Ring and Home Assistant

Hack Your Deep Sleep: Building a Self-Optimizing Bedroom with Oura Ring and Home Assistant

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4 min read
Your Mac is a Private Clinic: Local EHR Analysis with Llama-3 and Apple MLX

Your Mac is a Private Clinic: Local EHR Analysis with Llama-3 and Apple MLX

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4 min read
From Heartbeats to Insights: Real-time HRV Anomaly Detection with PyTorch Lightning & Transformers

From Heartbeats to Insights: Real-time HRV Anomaly Detection with PyTorch Lightning & Transformers

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4 min read
From Zzzs to Data: Building an AI-Powered Sleep Snoring Monitor for OSA Risk Screening

From Zzzs to Data: Building an AI-Powered Sleep Snoring Monitor for OSA Risk Screening

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4 min read
AI-Powered Smart Pillbox: Deploying TinyML on ESP32-CAM with TensorFlow Lite Micro

AI-Powered Smart Pillbox: Deploying TinyML on ESP32-CAM with TensorFlow Lite Micro

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3 min read
Personal Med-Graph: Building Your Health Oracle with Qdrant and LlamaIndex

Personal Med-Graph: Building Your Health Oracle with Qdrant and LlamaIndex

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4 min read
DeepSnore: Detect Sleep Apnea Like a Pro Using Whisper and Librosa

DeepSnore: Detect Sleep Apnea Like a Pro Using Whisper and Librosa

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4 min read
Quantified Self: How I Handled 100GB of Messy Biosensor Data with Polars and Dask

Quantified Self: How I Handled 100GB of Messy Biosensor Data with Polars and Dask

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4 min read
From Paper to Insights: Build Your Own Private Medical RAG with Pinecone, Ollama, and PaddleOCR

From Paper to Insights: Build Your Own Private Medical RAG with Pinecone, Ollama, and PaddleOCR

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4 min read
Beyond Transcripts: Building an AI-Powered Empathy Engine for Mental Health

Beyond Transcripts: Building an AI-Powered Empathy Engine for Mental Health

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3 min read
Building Your Personal Medical Data Lake: Mining 10 Years of Health Records with RAG

Building Your Personal Medical Data Lake: Mining 10 Years of Health Records with RAG

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3 min read
From Pixels to Calories: Building an AI Nutritionist with GPT-4o and Segment Anything (SAM)

From Pixels to Calories: Building an AI Nutritionist with GPT-4o and Segment Anything (SAM)

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3 min read
Stop Leaking Medical Data: Building Privacy-Preserving Health Models with Federated Learning and Flower

Stop Leaking Medical Data: Building Privacy-Preserving Health Models with Federated Learning and Flower

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4 min read
Beyond Vector Search: Building a Medical GraphRAG with Neo4j and LlamaIndex

Beyond Vector Search: Building a Medical GraphRAG with Neo4j and LlamaIndex

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3 min read
Stop Guessing Your Pills: Building a Real-Time Zero-Shot Drug Identification System with CLIP and Vector Search

Stop Guessing Your Pills: Building a Real-Time Zero-Shot Drug Identification System with CLIP and Vector Search

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4 min read
Your Data, Your Device: Building a Privacy-First Heart Health AI with Federated Learning and Flower

Your Data, Your Device: Building a Privacy-First Heart Health AI with Federated Learning and Flower

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4 min read
Stop Guessing Your Macros: Building an Autonomous Diet Agent with LangGraph and Oura Ring

Stop Guessing Your Macros: Building an Autonomous Diet Agent with LangGraph and Oura Ring

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3 min read
From Heartbeats to Burnout: Building an LSTM-Powered Stress Early Warning System with PyTorch

From Heartbeats to Burnout: Building an LSTM-Powered Stress Early Warning System with PyTorch

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4 min read
Stop Guessing Your Health Stats: Building a Local Medical RAG System with Pinecone & LangChain

Stop Guessing Your Health Stats: Building a Local Medical RAG System with Pinecone & LangChain

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4 min read
Voice of the Soul: Building a Mental Health Tracker with Speech Emotion Recognition (SER) and Wav2Vec 2.0

Voice of the Soul: Building a Mental Health Tracker with Speech Emotion Recognition (SER) and Wav2Vec 2.0

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4 min read
Bye-bye Cloud!Build a 100% Local AI Medical Report Parser with Llama-3 and WebLLM

Bye-bye Cloud!Build a 100% Local AI Medical Report Parser with Llama-3 and WebLLM

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4 min read
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
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
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