Quick and Easy Application of Network Graph Analysis: Measure Connectivity Between Countries by Air Traffic
Author(s): Greg Postalian-Yrausquin Originally published on Towards AI. I use the Networkx package to analyze a set of air routes between a group of countries and describe how they are connected. Networkx is documented in the following publication: Aric A. Hagberg, Daniel …
Descriptive Analysis
Author(s): Greg Postalian-Yrausquin Originally published on Towards AI. Descriptive analytics is a big part of working with data, it could be before more complicated tasks, such as machine learning or on its own. In this example I illustrate the use of deep …
Low-Rank Adaptation (LoRA): From Intuition to Implementation to Interview Questions
Author(s): Harsh Maheshwari Originally published on Towards AI. Delving Deeper into LoRA for LLMsPhoto by Digital Content Writers India on Unsplash LLM are getting larger and larger each day, recently, Meta has announced that they are currently working on the 400b Llama …
Using NLP (Doc2Vec) and Neural Networks (with Keras): Removing Hate Speech and Offensive Tweets
Author(s): Greg Postalian-Yrausquin Originally published on Towards AI. This is a great example of how more than one ML step can be used to achieve a goal. In this exercise, I will combine NLP (Doc2Vec) with binary classification to extract offensive and …
Synthetic Data Generation in Foundation Models and Differential Privacy: Three Papers from Microsoft Research
Author(s): Jesus Rodriguez Originally published on Towards AI. Created Using Ideogram I recently started an AI-focused educational newsletter, that already has over 170,000 subscribers. TheSequence is a no-BS (meaning no hype, no news, etc) ML-oriented newsletter that takes 5 minutes to read. …
Satellite Image Classification with Machine Learning & Python — Part 1: Creating Model and Classifying
Author(s): KokaTic Originally published on Towards AI. Study region of our tutorial — El Oued, Algeria (source: Bing maps) Image classification is a pivotal task in the realm of machine learning, particularly within the domain of remote sensing. In this series, we …
Perfect Answer to Deep Learning Interview Question — Why Not Quadratic Cost Function?
Author(s): Varun Nakra Originally published on Towards AI. One of the most common question asked during deep learning knowledge interviews is — “Why can’t we use a quadratic cost function to train a Neural Network?”. We will delve deep into the answer …
The Brief History of Binary Images
Author(s): Radmila M. Originally published on Towards AI. Photo by Etienne Steenkamp on Unsplash Introduction Binary images might be called as the simplest form of images that can take on two values — black and white, or 0 and 1. Basically, a …
How Do Diffusion Models Work? Simple Explanation: No Mathematical Jargon, Promised!
Author(s): Suhaib Arshad Originally published on Towards AI. Background Knowledge Essentially, there are 3 common types of generative models: Generative Adversarial Networks (GANs), Variational Autoencoder, and Flow-based models. Although they have proven their spot as high-quality image-generating models, they fall short on …
Fueling (literally) the AI Boom
Author(s): Aneesh Patil Originally published on Towards AI. Photo by NASA on Unsplash Let’s take a moment to step back in time to our 5th-grade selves, a nostalgic #Throwback____ (insert today’s date) if you will. Picture ourselves in science class, perhaps doodling …
Build Your First AI Agents in 5 Easy Steps!
Author(s): Hesam Sheikh Originally published on Towards AI. Photo by ZHENYU LUO on Unsplash ✨This is a paid article. If you’re not a Medium member, you can read this for free in my newsletter: Qiubyte. AI agents and RAG (read further) are …
AI-Powered Coding: Understanding the Risks and How to Mitigate Them
Author(s): Louis-François Bouchard Originally published on Towards AI. Watch the video! If you are coding with ChatGPT or Copilot, you may be creating some terrible security leaks! A recent Stanford study found that in 4 out of 5 tasks, participants assisted by …
AI Engineer’s Toolkit
Author(s): Louis-François Bouchard Originally published on Towards AI. I am super proud to share about a very special project we’ve been working on at Towards AI for the past 1.5 years along a dozen graduates and experts in the field… our new …
Data Science Interview Question: Creating ROC & Precision-Recall Curves From Scratch
Author(s): Varun Nakra Originally published on Towards AI. This is one of the popular data science interview questions which requires one to create the ROC and similar curves from scratch, i.e., no data on hand. For the purposes of this story, I …
Learn AI Together — Towards AI Community Newsletter #26
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, fellow learners. If you’ve enjoyed the list of courses at Gen AI 360, wait for this… Today, I am super excited to finally announce that we at towards_AI have released …
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