The latest articles on DEV Community by Kudo Shinchi (@suraj_aryan_087b015e5066e). https://dev.to/suraj_aryan_087b015e5066e https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3885793%2F509e36b7-4b23-48fb-a8c6-eb263eae11c7.jpeg https://dev.to/suraj_aryan_087b015e5066e en Kudo Shinchi Sat, 18 Apr 2026 09:17:08 +0000 https://dev.to/suraj_aryan_087b015e5066e/the-ultimate-numpy-course-zero-to-gpt-in-pure-numpy-4h6m https://dev.to/suraj_aryan_087b015e5066e/the-ultimate-numpy-course-zero-to-gpt-in-pure-numpy-4h6m <p>I spent months building the NumPy course I wish existed when I was learning.</p> <p>**393 cells. 18 chapters. Zero to GPT in pure NumPy.</p> <p>One interactive notebook that takes you from "what is an array?" to implementing neural networks, transformers, and GPT from scratch — no frameworks, no hand-waving. Includes 11 bonus deep-dives, a real research paper reproduction, and portfolio-ready projects with interview talking points.**<br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2lyljqnkb1cawar308ox.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F2lyljqnkb1cawar308ox.png" alt=" " width="800" height="520"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhv01bf34qnnjjgqo6bna.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fhv01bf34qnnjjgqo6bna.png" alt=" " width="800" height="520"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwzf7d3w4kjq9clanvyb2.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwzf7d3w4kjq9clanvyb2.png" alt=" " width="800" height="520"></a><br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9h8p997rm0ujjpvgnelw.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F9h8p997rm0ujjpvgnelw.png" alt=" " width="800" height="520"></a></p> <p><a href="https://github.com/Aryan235711/NumPy-zero-to-GPT" rel="noopener noreferrer">Free preview (Ch1-2)</a> on GitHub — run it in Colab, no install needed.</p> <p><a href="https://surajaryan7.gumroad.com/l/iaszzf" rel="noopener noreferrer">Full course on Gumroad</a> — pay what you want, starting at $9.</p> ai numpy python gpt3