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Beck_Moulton

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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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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

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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

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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
Don't Touch My Data! Privacy-First Health Monitoring with Federated Learning and Flower

Don't Touch My Data! Privacy-First Health Monitoring with Federated Learning and Flower

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4 min read
From Snoring to Science: Fine-Tuning OpenAI Whisper for Sleep Apnea (OSA) Screening

From Snoring to Science: Fine-Tuning OpenAI Whisper for Sleep Apnea (OSA) Screening

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4 min read
Stop Sending Your Health Data to the Cloud: Build a Private AI Health Assistant with Llama-3 and MLX

Stop Sending Your Health Data to the Cloud: Build a Private AI Health Assistant with Llama-3 and MLX

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4 min read
From Raw Health Data to AI Insights: Building a "Quantified Self" RAG with Apple HealthKit and Pinecone

From Raw Health Data to AI Insights: Building a "Quantified Self" RAG with Apple HealthKit and Pinecone

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3 min read
Stop Leaking PII! Local Data Masking with Transformers.js and WASM

Stop Leaking PII! Local Data Masking with Transformers.js and WASM

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4 min read
The Ultimate Quantified Self: Building a Private Health Knowledge Base with RAG (PKM for Health)

The Ultimate Quantified Self: Building a Private Health Knowledge Base with RAG (PKM for Health)

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3 min read
Quantified Self: Stop Waiting for Excel! Build a High-Performance Biometric Dashboard with DuckDB & Apache Superset

Quantified Self: Stop Waiting for Excel! Build a High-Performance Biometric Dashboard with DuckDB & Apache Superset

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4 min read
Whisper on the Edge: Building a Privacy-First AI Sleep Apnea Monitor

Whisper on the Edge: Building a Privacy-First AI Sleep Apnea Monitor

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4 min read
From Burnout to Balance: Building an AI Overtraining Detector with HRV and Isolation Forest

From Burnout to Balance: Building an AI Overtraining Detector with HRV and Isolation Forest

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4 min read
I Vectorized 10 Years of My Apple Health Data: Building a Quantified Self RAG with DuckDB and LlamaIndex

I Vectorized 10 Years of My Apple Health Data: Building a Quantified Self RAG with DuckDB and LlamaIndex

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4 min read
Talk to Your DNA: Building a Genomic RAG Pipeline with LlamaIndex and ClinVar

Talk to Your DNA: Building a Genomic RAG Pipeline with LlamaIndex and ClinVar

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4 min read
AI-Powered Calorie Counting: Mastering GPT-4o Vision and SAM for Automated Nutrition Tracking

AI-Powered Calorie Counting: Mastering GPT-4o Vision and SAM for Automated Nutrition Tracking

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4 min read
Stop Guessing Your Macros: Building an Autonomous AI Health Agent with AutoGen and HealthKit

Stop Guessing Your Macros: Building an Autonomous AI Health Agent with AutoGen and HealthKit

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4 min read
Privacy-First Health: Running Llama-3 Locally on iPhone with MLX-Swift

Privacy-First Health: Running Llama-3 Locally on iPhone with MLX-Swift

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4 min read
Building a Medical-Grade RAG: Combining PubMed & Personal Lab Reports for Precise Diagnostics

Building a Medical-Grade RAG: Combining PubMed & Personal Lab Reports for Precise Diagnostics

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4 min read
Quantified Self: Building a Pro-Level Health Dashboard with InfluxDB and Grafana

Quantified Self: Building a Pro-Level Health Dashboard with InfluxDB and Grafana

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3 min read
From Lab Results to Appointments: Building an Autonomous AI Physician Assistant with AutoGPT

From Lab Results to Appointments: Building an Autonomous AI Physician Assistant with AutoGPT

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4 min read
AI Sleep Coach: Build a Multi-Agent System to Master Your Circadian Rhythm with CrewAI

AI Sleep Coach: Build a Multi-Agent System to Master Your Circadian Rhythm with CrewAI

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4 min read
Your Secrets Stay on Your GPU: Building a Private, Local Mental Health AI with WebLLM and React

Your Secrets Stay on Your GPU: Building a Private, Local Mental Health AI with WebLLM and React

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4 min read
Stop Guessing Your Burnout: Building a Transformer-based HRV Anomaly Engine

Stop Guessing Your Burnout: Building a Transformer-based HRV Anomaly Engine

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4 min read
Stop Sending Your Snores to the Cloud: Build a Privacy-First Sleep Guardian with Whisper-tiny and TCN on Raspberry Pi

Stop Sending Your Snores to the Cloud: Build a Privacy-First Sleep Guardian with Whisper-tiny and TCN on Raspberry Pi

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4 min read
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