Myers-Briggs 16 Personality Types
Author(s): Viridiana Romero Martinez Originally published on Towards AI. When I was in college, I used to watch Gilmore Girls, an American comedy-drama series created by Amy Sherman-Palladino, starring Lauren Graham and Alexis Bledel. I watched the 7 seasons, plus the sequel …
A few key points…
Author(s): Lawrence Alaso Krukrubo Originally published on Towards AI. Using matrix algebra… Hello World, ever wondered how your favourite Machine Learning algorithms actually work? Let’s see how a Multiple Linear Regression(MLR) model computes the ideal parameters, given the features matrix (X) and …
An Intuitive Introduction to Document Vector(Doc2Vec)
Author(s): Manish Nayak Originally published on Towards AI. Intro to Doc2Vec U+007C Towards AI Introduction Doc2Vec is an extension of Word2vec that encodes entire documents as opposed to individual words. You can read about Word2Vec in my previous post. Doc2Vec vectors represent …
Near-Optimal Representation Learning for Hierarchical Reinforcement Learning
Author(s): Sherwin Chen Originally published on Towards AI. Beyond Hierarchical Reinforcement learning with Off-policy correction(HIRO) This is the second post of the series, in which we will talk about a novel Hierarchical Reinforcement Learning built upon HIerarchical Reinforcement learning with Off-policy correction(HIRO) …
Association Discovery — the Apriori Algorithm
Author(s): Dhilip Subramanian Originally published on Towards AI. Top highlight Market Basket Analysis in Data Science U+007C Towards AI Association discovery is commonly called Market Basket Analysis (MBA). MBA is widely used by grocery stores, banks, and telecommunications among others. Its results …
Demystifying the Architecture of Long Short Term Memory (LSTM) Networks
Author(s): Manish Nayak Originally published on Towards AI. Architecture of LSTMs U+007C Towards AI Introduction In my previous article, I explain RNNs’ Architecture. RNNs are not perfect and they mainly suffer from two major issues exploding gradients and vanishing gradients. Exploding gradients …
The ABCs of PyTorch in 4 Minutes
Author(s): Rohit Sharma Originally published on Towards AI. PyTorch 101 U+007C Towards AI Introducing the basics of PyTorch in four minutes, with sample code © AITS (www.ai-techsystems.com) This article helps newbies to get started with python PyTorch in 2 minutes with code …
Big Data, IoT and AI, Part One: Three Sides of the Same Coin
Author(s): Charles Towers-Clark Originally published on Towards AI. Big Data, AI and IoT are all parts of the same system — and nothing will improve unless we think of them holistically U+007C YUKOKUSAMURAI, SHUTTERSTOCK Since computers were first invented people have been …
Big Data, AI & IoT Part Two: Driving Industry 4.0 One Step At A Time
Author(s): Charles Towers-Clark Originally published on Towards AI. Factories, refineries, utilities and all manner of industrial environments will benefit from AI, Big Data, and IoT, but what will it take to get there? UNSPLASH What comes to mind when you think of …
Big Data, AI & IoT, Part Three: What’s Stopping Us?
Author(s): Charles Towers-Clark Originally published on Towards AI. The progress of AI, Big Data and IoT has been well-documented, but there are still major hurdles to cross before they achieve their full potential. JOHN CAMERON, UNSPLASH This series of articles have looked …
MINE: Mutual Information Neural Estimation
Author(s): Sherwin Chen Originally published on Towards AI. Estimating mutual information using arbitrary neural networks through MINE Source: istock.com/ipopba Mutual information, also known as information gain, has been successfully used in the context of deep learning(which we will see soon) and deep …