Muhammad Ardi, Author at Towards Data Science https://towardsdatascience.com Publish AI, ML & data-science insights to a global community of data professionals. Fri, 05 Dec 2025 14:00:00 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.3 https://towardsdatascience.com/wp-content/uploads/2025/02/cropped-Favicon-32x32.png Muhammad Ardi, Author at Towards Data Science https://towardsdatascience.com 32 32 YOLOv1 Paper Walkthrough: The Day YOLO First Saw the World https://towardsdatascience.com/yolov1-paper-walkthrough-the-day-yolo-first-saw-the-world/ Fri, 05 Dec 2025 14:00:00 +0000 https://towardsdatascience.com/?p=607816 A detailed walkthrough of the YOLOv1 architecture and its PyTorch implementation from scratch

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]]> MobileNetV3 Paper Walkthrough: The Tiny Giant Getting Even Smarter https://towardsdatascience.com/mobilenetv3-paper-walkthrough-the-tiny-giant-getting-even-smarter/ Sun, 02 Nov 2025 13:00:00 +0000 https://towardsdatascience.com/?p=607541 MobileNetV3 with PyTorch  —  now featuring SE blocks and hard activation functions

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]]> MobileNetV2 Paper Walkthrough: The Smarter Tiny Giant https://towardsdatascience.com/mobilenetv2-paper-walkthrough-the-smarter-tiny-giant/ Fri, 03 Oct 2025 12:30:00 +0000 https://towardsdatascience.com/?p=607331 Understanding and implementing MobileNetV2 with PyTorch  — the next generation of MobileNetV1

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]]> MobileNetV1 Paper Walkthrough: The Tiny Giant https://towardsdatascience.com/the-tiny-giant-mobilenetv1/ Thu, 04 Sep 2025 17:35:47 +0000 https://towardsdatascience.com/?p=607035 Understanding and implementing MobileNetV1 from scratch with PyTorch

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]]> SENet Paper Walkthrough: The Channel-Wise Attention https://towardsdatascience.com/the-channel-wise-attention/ Thu, 07 Aug 2025 17:13:58 +0000 https://towardsdatascience.com/?p=606805 Applying the Squeeze and Excitation module on ResNeXt using PyTorch

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]]> ResNeXt Paper Walkthrough: Taking ResNet to the Next Level https://towardsdatascience.com/taking-resnet-to-the-next-level/ Thu, 03 Jul 2025 04:11:06 +0000 https://towardsdatascience.com/?p=606487 Understanding how ResNeXt improves upon ResNet, with a comprehensive PyTorch implementation guide

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]]> DeiT Paper Walkthrough: Vision Transformer on a Budget https://towardsdatascience.com/vision-transformer-on-a-budget/ Mon, 02 Jun 2025 19:56:49 +0000 https://towardsdatascience.com/?p=606188 Understanding how DeiT works via knowledge distillation —and how to implement it with PyTorch

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]]> ConvNeXt Paper Walkthrough: The CNN That Challenges ViT https://towardsdatascience.com/the-cnn-that-challenges-vit/ Tue, 06 May 2025 01:44:13 +0000 https://towardsdatascience.com/?p=605914 A PyTorch implementation on the ConvNeXt architecture

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]]> Diffusion Model Paper Walkthrough: The Art of Noise https://towardsdatascience.com/the-art-of-noise/ Thu, 03 Apr 2025 01:12:22 +0000 https://towardsdatascience.com/?p=605395 Understanding and implementing a diffusion model from scratch with PyTorch

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]]> CPTR Paper Walkthrough: Image Captioning, Transformer Mode On https://towardsdatascience.com/image-captioning-transformer-mode-on/ Fri, 07 Mar 2025 18:47:02 +0000 https://towardsdatascience.com/?p=599180 Implementing CPTR (CaPtion TransformeR) from scratch with PyTorch

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]]> Image Captioning Paper Walkthrough: Show and Tell https://towardsdatascience.com/show-and-tell-e1a1142456e2/ Mon, 03 Feb 2025 16:30:24 +0000 https://towardsdatascience.com/show-and-tell-e1a1142456e2/ Implementing one of the earliest neural image caption generator models with PyTorch.

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]]> Meet GPT, The Decoder-Only Transformer https://towardsdatascience.com/meet-gpt-the-decoder-only-transformer-12f4a7918b36/ Mon, 06 Jan 2025 17:01:43 +0000 https://towardsdatascience.com/meet-gpt-the-decoder-only-transformer-12f4a7918b36/ Understanding and implementing the GPT-1, GPT-2 and GPT-3 architectures

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]]> Paper Walkthrough: Neural Style Transfer https://towardsdatascience.com/paper-walkthrough-neural-style-transfer-fc5c978cdaed/ Tue, 03 Dec 2024 13:01:13 +0000 https://towardsdatascience.com/paper-walkthrough-neural-style-transfer-fc5c978cdaed/ Turn your photos into paintings with deep learning - Implementing NST from scratch using PyTorch

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]]> Paper Walkthrough: Attention Is All You Need https://towardsdatascience.com/paper-walkthrough-attention-is-all-you-need-80399cdc59e1/ Sun, 03 Nov 2024 12:02:16 +0000 https://towardsdatascience.com/paper-walkthrough-attention-is-all-you-need-80399cdc59e1/ The complete guide to implementing a Transformer from scratch

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]]> Paper Walkthrough: U-Net https://towardsdatascience.com/paper-walkthrough-u-net-98877a2cd33c/ Fri, 20 Sep 2024 16:43:59 +0000 https://towardsdatascience.com/paper-walkthrough-u-net-98877a2cd33c/ A PyTorch implementation on one of the most popular semantic segmentation models.

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]]> Paper Walkthrough: Vision Transformer (ViT) https://towardsdatascience.com/paper-walkthrough-vision-transformer-vit-c5dcf76f1a7a/ Tue, 13 Aug 2024 14:17:09 +0000 https://towardsdatascience.com/paper-walkthrough-vision-transformer-vit-c5dcf76f1a7a/ Exploring Vision Transformer (ViT) through PyTorch Implementation from Scratch.

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