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Web dev turned data engineer turned agent orchestrator. Building in the open.
Recent Posts
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Developer Superpower Attained
How the AI agent revolution of early 2026 transformed me from a developer with a notebook full of unbuilt ideas into someone who ships daily.
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Mastering Digit Recognition in Under 100 Lines - A Concise Guide to Neural Networks with PyTorch and MNIST
Imagine a world where machines understand handwritten notes as easily as humans do, transforming scribbles into digital text in the blink of an eye. This isn’t a page from a sci-fi novel; it’s possible using this basic principles of Machine Learning.
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Understanding ReLU - The Power of Non-Linearity in Neural Networks
Without non-linearity, neural networks would be far less effective, essentially reducing deep networks to simple linear regression models incapable of the sophisticated tasks they perform today.
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How to build a simple CNN based Image classifier using Keras
Convolutional neural network (CNN), a class of artificial neural networks that has become dominant in various computer vision tasks, is attracting interest across a variety of domains. CNN work well on computer vision tasks like image classification, object detection, image recognition, etc.
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Installing TensorFlow on M1 MacBook Air with GPU (Metal)
You can now leverage Apple’s tensorflow-metal PluggableDevice in TensorFlow v2.5 for accelerated training on Mac GPUs directly with Metal.
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OpenPose - Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields
The proposed approach uses a nonparametric representation, also reffered to as Part Affinity Fields (PAFs), to learn to associate body parts with individuals in the image.