Hosting My Personal Site on Akash for $2 a Month
A 2021 account of containerising and deploying a personal website on the Akash decentralised cloud marketplace.
Read article →Notes and ideas
Blog
Practical notes on AI, research, engineering, and the process of building.
An Intuitive Look at CNNs
An approachable explanation of images, convolutional feature extraction, receptive fields, and classification.
Read article →Canny Edge Detection in 5 Minutes
A concise visual introduction to gradients, non-maximum suppression, and hysteresis thresholding.
Read article →4 Ways Data Scientists Fool Us
Four practical questions to ask about metrics, data quality, train-test splits, and vague AI claims.
Read article →An Intuitive Look at GANs
A high-level explanation of generators, discriminators, latent spaces, and adversarial training.
Read article →Introduction to 3D Vision
A hands-on introduction to camera geometry by estimating a smartphone camera focal length in pixels.
Read article →Image Restoration with GANs
A hands-on experiment using a generator and critic to restore low-quality images and remove synthetic text overlays.
Read article →Introduction to Squeeze-and-Excitation Networks
An introduction to squeeze-and-excitation blocks, channel attention, and a compact PyTorch implementation.
Read article →Food Image Segmentation with fast.ai
Preparing UNIMIB2016 food masks and training a U-Net segmentation model with fast.ai v1.
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