Hi, I'm Grace
RSS FeedWelcome to my technical blog! Here I share my journey in Machine Learning, AI, and Software Development.
Feel free to check out my latest posts or read more about me .
Cardiac Electrophysiology
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Inside the Map: How Cardiac EP Systems Calculate LAT and Activation
A deep dive into the engineering behind cardiac mapping: from raw catheter signals and sample indices to 3D activation maps and color interpolation.
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Mapping the Speed Limits of the Heart: A Look at Propagation Velocity
If you want to understand how we track down and fix complex arrhythmias, you have to look beyond just *where* the signal is, and focus on *how it travels*. Here's a breakdown of Propagation Velocity.
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Catheter Ablation vs. Pharmacotherapy in Young Adults with Atrial Fibrillation - New Evidence
Young adults are often excluded from major AF trials. This groundbreaking study compares catheter ablation to pharmacotherapy in patients ≤35, revealing critical insights about treatment efficacy and predictive factors.
Machine Learning & Neural Networks
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Understanding the Bias-Variance Tradeoff
A deep dive into high bias and high variance, and how to balance them for better machine learning models.
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Beyond the Line: Building Your First Shallow Neural Network
Why settle for a straight line? Learn how to stack hidden layers to build a shallow neural network that can learn complex patterns.
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Vectorization: The Secret Sauce of Efficient AI
Why are for-loops the enemy of deep learning? Learn how vectorization and NumPy enable the massive scale of modern AI.
Python & Development
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Introduction to SMBus and I2C Communication for Robotics
A practical guide to using the SMBus protocol in Python to establish I2C communication between a Raspberry Pi and other electronic devices.
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Pythonic Encapsulation: The Power of @property
Why Python doesn't use Java-style getters and setters, and how to use the @property decorator for validation.
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Introduction to WFDB: Working with PhysioNet Data
A beginner's guide to using the WFDB library to download, read, and plot ECG data from PhysioNet.
Other Posts
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Successfully Vibing Code with Harness
Insights and lessons learned on vibe coding—effectively using AI to build complex systems while maintaining architectural integrity.
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Welcome to My Technical Blog
Welcome to my new technical blog where I share my journey and projects.