What is artificial intelligence? Artificial intelligence is a field of science concerned with building computers and machines that can reason, learn, and act in such a way that would normally require human intelligence or that involves data whose scale exceeds what humans can analyze. AI is a large field that includes many disciplines including computer…
Large Language Models (LLMs) come in various optimized forms, each designed for specific use cases, efficiency, and performance. In this guide, we’ll explore the different types of LLMs (like distilled, quantized, sparse, and MoE models) and how they are trained. In the fast-evolving world of Large Language Models (LLMs), different model types serve different performance and deployment goals…
Creating a machine learning model might sound intimidating, but it’s a logical and repeatable process. In this guide, we’ll break down the steps involved in building your first machine learning model from scratch. Step 1: Define the Problem Before you write any code, ask: What do you want to predict or classify? Is it a…
Welcome to the future — a world where machines not only follow instructions but learn from data! Whether you’re a tech enthusiast, a student, or a curious mind, this blog post will give you a gentle introduction to the fascinating world of Machine Learning (ML). What is Machine Learning? Machine Learning is a subset of…
As a candidate, I’ve interviewed at a dozen big companies and startups. I’ve got offers for machine learning roles at companies including Google, NVIDIA, Snap, Netflix, Primer AI, and Snorkel AI. I’ve also been rejected at many other companies. As an interviewer, I’ve been involved in designing and executing the hiring process at NVIDIA and…
Machine Learning
is a vast and intricate field that requires an understanding of key concepts from mathematics, statistics, programming, and data science. Let’s go through everything step-by-step, from the fundamental maths to the essential skills required to build ML models.
