AKArvind Kumarinlost-in-layers.hashnode.dev·Sep 19, 2025 · 12 min readFast.ai Chapter 3: MNIST Digit classifier, SGD, Optimiser and Sigmoid FunctionWelcome to the chapter 3 of the fast.ai course. In the previous chapter, we created an image classifier and hosted it on the HuggingFace spaces. In this chapter, We will look deep inside the process behind all this and what are the steps involved in ...00
AKArvind Kumarinlost-in-layers.hashnode.dev·Sep 6, 2025 · 8 min readFast.ai Chapter 2: Augmentation, Interpretation, and exposing your models through APIsWelcome to chapter 2 of fast.ai lecture series. In the first chapter, We created an image classifier using the fast ai library and in this chapter we will figure out the following things - What is data augmentation and how to implement it? How to p...00
AKArvind Kumarinlost-in-layers.hashnode.dev·Sep 4, 2025 · 7 min readFast.ai Lesson 1: Summary, notes and how I trained my first AI model in 10 minutes.After ignoring the AI hype for last couple of years , I finally took the plunge to start learning it. I started with the fast.ai course (Accessible here for free) which is absolutely great for beginners. So, let’s dive into the world of deep learning...00
AKArvind Kumarinlost-in-layers.hashnode.dev·Sep 4, 2025 · 4 min readFast.ai Chapter 0: Unofficial - Why Most People Quit Fast.ai at Chapter 4 (and How You Won’t)First, a little bit about me so you know where I’m coming from (context matters, right?). I’m a Computer Science Engineer with more than 10 years of experience. Over the years, I’ve dabbled in multiple roles—.NET, Python, Django, React, Vue, —you nam...00
