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Beck_Moulton

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Predicting Blood Glucose Fluctuations: Building a Transformer-based CGM Forecaster with PyTorch & InfluxDB

Predicting Blood Glucose Fluctuations: Building a Transformer-based CGM Forecaster with PyTorch & InfluxDB

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4 min read

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Can Your Voice Reveal Depression? Building an Affective Computing Engine with Wav2Vec 2.0 and FastAPI

Can Your Voice Reveal Depression? Building an Affective Computing Engine with Wav2Vec 2.0 and FastAPI

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4 min read
Your Users’ Health Data is Not Your Asset—It’s a Liability. Here’s How to Fix It.

Your Users’ Health Data is Not Your Asset—It’s a Liability. Here’s How to Fix It.

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4 min read
From Pixels to Prescriptions: Building an Autonomous Healthcare Booking Agent with LangGraph

From Pixels to Prescriptions: Building an Autonomous Healthcare Booking Agent with LangGraph

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4 min read
Decoding Depression: Building an Affective Computing System with Wav2Vec 2.0 and TensorFlow

Decoding Depression: Building an Affective Computing System with Wav2Vec 2.0 and TensorFlow

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4 min read
Snoring is More Than Just Noise: Build a Sleep Apnea (OSA) Screening Engine with Whisper + Librosa

Snoring is More Than Just Noise: Build a Sleep Apnea (OSA) Screening Engine with Whisper + Librosa

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4 min read
From 10GB XML Hell to AI Heaven: Building a Personal Health RAG with LlamaIndex & DuckDB

From 10GB XML Hell to AI Heaven: Building a Personal Health RAG with LlamaIndex & DuckDB

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4 min read
Real-time Skin Lesion Segmentation on iPhone: Mastering MobileNetV4 and CoreML for On-Device Vision

Real-time Skin Lesion Segmentation on iPhone: Mastering MobileNetV4 and CoreML for On-Device Vision

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3 min read
Stop Guessing Your Macros: Build a Visual Diet Tracker with GPT-4o and Computer Vision

Stop Guessing Your Macros: Build a Visual Diet Tracker with GPT-4o and Computer Vision

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4 min read
Llama-3 in Your Pocket: Building a Privacy-First AI Health Journal with MLX Swift

Llama-3 in Your Pocket: Building a Privacy-First AI Health Journal with MLX Swift

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4 min read
Beyond Words: Building a Mental Health "Barometer" Using Wav2Vec 2.0 and Speech Emotion Recognition

Beyond Words: Building a Mental Health "Barometer" Using Wav2Vec 2.0 and Speech Emotion Recognition

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4 min read
Smart Meds: Building a Real-Time Drug Interaction Warning System with GPT-4o and Neo4j

Smart Meds: Building a Real-Time Drug Interaction Warning System with GPT-4o and Neo4j

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3 min read
From Pixels to Calories: Mastering Precise Food Estimation with Vision AI

From Pixels to Calories: Mastering Precise Food Estimation with Vision AI

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3 min read
Private & Powerful: Parsing Sensitive Medical Records Locally with WebLLM and WebGPU

Private & Powerful: Parsing Sensitive Medical Records Locally with WebLLM and WebGPU

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4 min read
Doctor GPT? Stop Hallucinating and Build a Medical-Grade RAG System with BioBERT & Neo4j

Doctor GPT? Stop Hallucinating and Build a Medical-Grade RAG System with BioBERT & Neo4j

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3 min read
Building a Med-Tech Powerhouse: Creating an Autonomous Health Agent with LangGraph and Playwright

Building a Med-Tech Powerhouse: Creating an Autonomous Health Agent with LangGraph and Playwright

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4 min read
Stay Safe with AI: Building a Real-time Drug-Interaction Guard with LangGraph and PubMed

Stay Safe with AI: Building a Real-time Drug-Interaction Guard with LangGraph and PubMed

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4 min read
From Pixels to Calories: Building an Automated Meal Tracking Pipeline with YOLOv8 and GPT-4o

From Pixels to Calories: Building an Automated Meal Tracking Pipeline with YOLOv8 and GPT-4o

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4 min read
Building an AI "Digital Doctor": Orchestrating Drug-Drug Interaction Checks and Auto-Booking with LangGraph

Building an AI "Digital Doctor": Orchestrating Drug-Drug Interaction Checks and Auto-Booking with LangGraph

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4 min read
Stop Leaking Vitals: Building a Private Health Predictor with Differential Privacy and Federated Learning

Stop Leaking Vitals: Building a Private Health Predictor with Differential Privacy and Federated Learning

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4 min read
Stop Leaking Medical Data: Building Privacy-Preserving Health Reports with Differential Privacy

Stop Leaking Medical Data: Building Privacy-Preserving Health Reports with Differential Privacy

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3 min read
Stop Guessing Your Health: Building an Autonomous AI Nutritionist Crew with CrewAI and GPT-4o

Stop Guessing Your Health: Building an Autonomous AI Nutritionist Crew with CrewAI and GPT-4o

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4 min read
Stop Sending Medical Data to the Cloud: Build a 100% Private Health AI with WebLLM and Transformers.js

Stop Sending Medical Data to the Cloud: Build a 100% Private Health AI with WebLLM and Transformers.js

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3 min read
Stop Ignoring Your Snore: Building a Real-Time Sleep Apnea Monitor with Whisper.cpp and Raspberry Pi

Stop Ignoring Your Snore: Building a Real-Time Sleep Apnea Monitor with Whisper.cpp and Raspberry Pi

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4 min read
Taming the Chaos: Cleaning 10M+ Apple Health Records into a Production-Ready Parquet Lakehouse

Taming the Chaos: Cleaning 10M+ Apple Health Records into a Production-Ready Parquet Lakehouse

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4 min read
Stop Guessing Your Meds: Building a Multi-Step Drug Interaction Agent with LangGraph and DrugBank

Stop Guessing Your Meds: Building a Multi-Step Drug Interaction Agent with LangGraph and DrugBank

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4 min read
From Privacy Paranoia to Data Power: Mastering Differential Privacy for Health Tech

From Privacy Paranoia to Data Power: Mastering Differential Privacy for Health Tech

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4 min read
Privacy-First AI: Building a WebGPU-Powered Drug Interaction Checker with WebLLM

Privacy-First AI: Building a WebGPU-Powered Drug Interaction Checker with WebLLM

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4 min read
From Messy Pixels to Clean Data: Structuring Medical Lab Reports with GPT-4o and Instructor

From Messy Pixels to Clean Data: Structuring Medical Lab Reports with GPT-4o and Instructor

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4 min read
From Panic to Paper: Building a Multilingual Medical RAG with BGE-M3 & Qdrant

From Panic to Paper: Building a Multilingual Medical RAG with BGE-M3 & Qdrant

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4 min read
Privacy First: Building a Local Llama-3 Health Assistant on MacBook M3 with MLX

Privacy First: Building a Local Llama-3 Health Assistant on MacBook M3 with MLX

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4 min read
Predicting Your Stress Before It Happens: Building an LSTM HRV Predictor with Apple HealthKit and CoreML

Predicting Your Stress Before It Happens: Building an LSTM HRV Predictor with Apple HealthKit and CoreML

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3 min read
Mastering Your Heartbeat: Architecting a High-Frequency Health Monitoring System with InfluxDB and Grafana

Mastering Your Heartbeat: Architecting a High-Frequency Health Monitoring System with InfluxDB and Grafana

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4 min read
From Pixels to Prescriptions: Building a Smart Drug-Drug Interaction (DDI) Scanner with GPT-4o and OCR

From Pixels to Prescriptions: Building a Smart Drug-Drug Interaction (DDI) Scanner with GPT-4o and OCR

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3 min read
From Pixels to Physical Therapy: Building a Real-Time Pose Correction System with MediaPipe and React

From Pixels to Physical Therapy: Building a Real-Time Pose Correction System with MediaPipe and React

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3 min read
From ZZZs to Data: Building a Deep Learning Snore Analyzer for Sleep Apnea Risk using Whisper and CNNs

From ZZZs to Data: Building a Deep Learning Snore Analyzer for Sleep Apnea Risk using Whisper and CNNs

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4 min read
Stop Fighting Your Biology: Build a "Bio-Agent" with LangGraph to Sync Your Sleep with Your Calendar

Stop Fighting Your Biology: Build a "Bio-Agent" with LangGraph to Sync Your Sleep with Your Calendar

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3 min read
Privacy-First: Building a 100% Local AI Medication Assistant with WebLLM and WebGPU

Privacy-First: Building a 100% Local AI Medication Assistant with WebLLM and WebGPU

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3 min read
Pulse Check: Real-time Arrhythmia Detection with Isolation Forest and InfluxDB

Pulse Check: Real-time Arrhythmia Detection with Isolation Forest and InfluxDB

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4 min read
Turn Your Old Phone into a Lifesaver: Edge AI Sleep Apnea Detection with Whisper.cpp & CNNs

Turn Your Old Phone into a Lifesaver: Edge AI Sleep Apnea Detection with Whisper.cpp & CNNs

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3 min read
Sleep-Whisperer: Detecting Sleep Apnea with Fine-tuned Whisper and FFT Analysis

Sleep-Whisperer: Detecting Sleep Apnea with Fine-tuned Whisper and FFT Analysis

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4 min read
From Bloated XML to AI-Powered Insights: Parsing 1B+ Apple Health Data Points with Rust & DuckDB

From Bloated XML to AI-Powered Insights: Parsing 1B+ Apple Health Data Points with Rust & DuckDB

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4 min read
Biohackers-RAG: Stop Guessing Your Supplements! Build an Explainable Health Graph with Neo4j & PubMed

Biohackers-RAG: Stop Guessing Your Supplements! Build an Explainable Health Graph with Neo4j & PubMed

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3 min read
From Sensors to Seconds: Building a Real-Time CGM Glucose Spike Alert System with Apache Flink

From Sensors to Seconds: Building a Real-Time CGM Glucose Spike Alert System with Apache Flink

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4 min read
From Snore to Score: Build a Real-Time Sleep Apnea Detector with Faster-Whisper and FFT

From Snore to Score: Build a Real-Time Sleep Apnea Detector with Faster-Whisper and FFT

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4 min read
Quantified Self 2.0: Build a High-Performance Health Data Lake with DuckDB, Airflow, and Grafana

Quantified Self 2.0: Build a High-Performance Health Data Lake with DuckDB, Airflow, and Grafana

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4 min read
Private AI is Here: Building a 100% Offline Mental Health Tracker with WebLLM and React

Private AI is Here: Building a 100% Offline Mental Health Tracker with WebLLM and React

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3 min read
Ditch the Bloat: Building a High-Performance Health Data Lake with DuckDB & Parquet

Ditch the Bloat: Building a High-Performance Health Data Lake with DuckDB & Parquet

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3 min read
SleepSentry: Privacy-First Sleep Apnea Detection on Raspberry Pi using Whisper and Librosa

SleepSentry: Privacy-First Sleep Apnea Detection on Raspberry Pi using Whisper and Librosa

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3 min read
Pill-ID: Building a Visual RAG System for Medication Safety with CLIP and Milvus

Pill-ID: Building a Visual RAG System for Medication Safety with CLIP and Milvus

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4 min read
Privacy First: Running Llama-3 Locally in Your Browser for Medical Report Analysis via WebGPU

Privacy First: Running Llama-3 Locally in Your Browser for Medical Report Analysis via WebGPU

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3 min read
From Chaos to Clarity: Building a High-Performance Health Data Lakehouse with DuckDB & Superset

From Chaos to Clarity: Building a High-Performance Health Data Lakehouse with DuckDB & Superset

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3 min read
Privacy-First AI: Building a Federated Health Tracker with Flower and Scikit-Learn

Privacy-First AI: Building a Federated Health Tracker with Flower and Scikit-Learn

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4 min read
From Chaos to Clinic: Building an Autonomous Medical Appointment Agent with LangGraph & OpenAI

From Chaos to Clinic: Building an Autonomous Medical Appointment Agent with LangGraph & OpenAI

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4 min read
From Pixels to Calories: Building a High-Precision Food Nutrition Tracker with GPT-4o and Segment Anything (SAM)

From Pixels to Calories: Building a High-Precision Food Nutrition Tracker with GPT-4o and Segment Anything (SAM)

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4 min read
Stop Guessing Your Meds: Building an AI-Powered DDI Risk Assessment System with GPT-4o and Med-SAM

Stop Guessing Your Meds: Building an AI-Powered DDI Risk Assessment System with GPT-4o and Med-SAM

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3 min read
From Pixels to Calories: Building an AI-Powered Nutrition Engine with YOLOv10 and GPT-4o

From Pixels to Calories: Building an AI-Powered Nutrition Engine with YOLOv10 and GPT-4o

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4 min read
Build Your Own AI Medical Brain: Transforming PDF Health Reports into a Graph-RAG Powerhouse with Neo4j and LangChain

Build Your Own AI Medical Brain: Transforming PDF Health Reports into a Graph-RAG Powerhouse with Neo4j and LangChain

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4 min read
From Pixel to Protein: Automating My Diet with GPT-4o-mini and Segment Anything (SAM)

From Pixel to Protein: Automating My Diet with GPT-4o-mini and Segment Anything (SAM)

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3 min read
Taming the Glucose Spike: Predicting Postprandial Peaks with Transformers and PyTorch

Taming the Glucose Spike: Predicting Postprandial Peaks with Transformers and PyTorch

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4 min read
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