MAMuhammad Ariel Shakaramiroinshaka-ai.hashnode.dev·13h ago · 20 min readComputer Vision for Beginners: From Pixels to Building Your Own API (OpenCV + FastAPI)🧠 TL;DR — A digital image is just a bunch of numbers arranged in a matrix. Once that clicks, everything else in Computer Vision — grayscale, convolution, even CNNs — starts making a lot more sense. I00
MAMuhammad Ariel Shakaramiroinshaka-ai.hashnode.dev·13h ago · 18 min readComputer Vision untuk Pemula: Dari Piksel Sampai Bikin API-nya Sendiri (OpenCV + FastAPI)🧠 TL;DR — Gambar digital cuma kumpulan angka dalam bentuk matriks. Begitu kamu paham itu, semua konsep di Computer Vision — dari grayscale, convolution, sampai CNN — jadi jauh lebih masuk akal. Di po00
MAMuhammad Ariel Shakaramiroinshaka-ai.hashnode.dev·1d ago · 7 min readGPT-2 From Scratch vs Fine-Tuning: A Text Generation Experiment and Its Honest FindingsThere are two main ways to build a text generation model: train one from nothing, or take a model that already knows a lot and teach it something new. This post runs both, on the same small compute bu00
MAMuhammad Ariel Shakaramiroinshaka-ai.hashnode.dev·1d ago · 7 min readGPT-2 dari Nol vs Fine-Tuning: Eksperimen Text Generation dan Temuan JujurnyaAda dua cara utama membuat model text generation: melatihnya dari nol, atau mengambil model yang sudah pintar lalu mengajarinya hal baru. Di tulisan ini saya coba dua-duanya sekaligus, pada compute bu00
MAMuhammad Ariel Shakaramiroinshaka-ai.hashnode.dev·2d ago · 7 min readTransformer & Self-Attention: I Built an Encoder From Scratch, Then Caught It OverfittingThis week's topic is one of the most important building blocks of modern NLP: the Transformer and the self-attention mechanism behind it. Instead of just walking through the theory, I decided to build00
