How to Learn the Math Needed for Machine Learning
...A breakdown of the three fundamental math fields required for machine learning: statistics, linear algebra, and calculus....
https://towardsdatascience.com/how-to-learn-the-math-needed-for-machine-learning/
Roadmap to Becoming a Data Scientist, Part 1: Maths
...Roadmap to Becoming a Data Scientist, Part 1: Maths Identifying fundamental math skills to master for aspiring Data Scientists Vyacheslav Efimov Nov 27, 2024...
https://towardsdatascience.com/roadmap-to-becoming-a-data-scientist-part-1-maths-2dc9beb69b27/
Building a Math Application with LangChain Agents - Towards Data Science
...With Chainlit, you can build conversational AI applications with a few simple lines of code. To get a deeper understanding of Chainlit functionalities and how the app is set up, you can take a look at my article here: Building a Chatbot Application with Chainlit and LangChain We will be using two decorator functions for our application....
https://towardsdatascience.com/building-a-math-application-with-langchain-agents-23919d09a4d3/
Convolutional Neural Networks, Explained - Towards Data Science
...Photo by Christopher Gower on Unsplash A Convolutional Neural Network, also known as CNN or ConvNet, is a class of neural networks that specializes in processing data that has a grid-like topology, such as an image. A digital image is a binary representation of visual data. It contains a series of pixels arranged in a grid-like fashion that contains pixel values to denote how bright and what ......
https://towardsdatascience.com/convolutional-neural-networks-explained-9cc5188c4939/
The Math Behind Neural Networks - Towards Data Science
...Dive into Neural Networks, the backbone of modern AI, understand its mathematics, implement it from scratch, and explore its applications...
https://towardsdatascience.com/the-math-behind-neural-networks-a34a51b93873/
How to Learn the Math Needed for Data Science
...A breakdown of the three fundamental math fields required for data science: statistics, linear algebra and calculus....
https://towardsdatascience.com/how-to-learn-the-math-needed-for-data-science-86c6643b0c59/
Essential Math for Data Science
...Photo: Pekic/E+/Getty Images Mathematics is the bedrock of any contemporary discipline of science. Almost all the techniques of modern data science, including machine learning, have a deep mathematical underpinning. It goes without saying that you will absolutely need all the other pearls of knowledge?programming ability, some amount of business acumen, and your unique analytical and ......
https://towardsdatascience.com/essential-math-for-data-science-why-and-how-e88271367fbd/
Mathematics for Data Science
...Motivation Learning the theoretical background for data science or machine learning can be a daunting experience, as it involves multiple fields of mathematics and a long list of online resources. In this piece, my goal is to suggest resources to build the mathematical background necessary to get up and running in data science practical/research work. [?]...
https://towardsdatascience.com/mathematics-for-data-science-e53939ee8306/
How To Learn AI (Roadmap) - Towards Data Science
...Linear algebra ? to understand how matrices work, which are used everywhere in AI and machine learning. Calculus ? to understand how AI actually learns using algorithms like gradient descent and backpropagation. Statistics ? to understand data and AI models? probabilistic inputs and outputs....
https://towardsdatascience.com/how-id-learn-ai-if-i-could-start-over-b220872bc118/
Understanding LLMs from Scratch Using Middle School Math
...A self-contained, full explanation to inner workings of an LLM In this article, we talk about how Large Language Models (LLMs) work, from scratch ? assuming only that you know how to add and multiply two numbers. The article is meant to be fully self-contained. We start by building a simple Generative AI on pen and paper, and then walk through everything we need to have a firm understanding ......
https://towardsdatascience.com/understanding-llms-from-scratch-using-middle-school-math-e602d27ec876/