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 …
Using Data to Enhance Cyclone Disaster Preparedness
Author(s): Sreelatha S Originally published on Towards AI. What we intend to do with this project is… The proposal aims to create a data science project that does an exploratory analysis of the data published by the government of India on historic …
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 …
How to Install Anaconda in Linux Mint!
Author(s): Garima Nishad Originally published on Towards AI. Programming, Systems Too hectic? Not anymore! Go to this link where you’ll be able to download the installer provided by “Anaconda Distribution” https://www.anaconda.com/distribution/ I wanted a Python 3.7 version but you can choose either …
DIM: Learning Deep Representations by Mutual Information Estimation and Maximization
Author(s): Sherwin Chen Originally published on Towards AI. Encoder Network Source: Pixabay This is our second article of the series about mutual information. In the previous articles, we have seen how to maximizes the mutual information between two variables via the MINE …
Tutorial on Data Wrangling: College Towns Dataset
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Data wrangling is the process of converting data from its raw form to the tidy form ready for analysis. Data wrangling is an important step in data preprocessing and includes several processes …
Image Classification using Deep Learning & PyTorch: A Case Study with Flower Image Data
Author(s): Avishek Nag Originally published on Towards AI. Classifying Flower images using Convolutional Deep Neural Network with PyTorch library Photo by Krystina rogers on Unsplash Classifying image data is one of the very popular usages of Deep Learning techniques. In this article, …
How to use the SCP Command for File Transfer
Author(s): Garima Nishad Originally published on Towards AI. Using File Transfer on Linux U+007C Towards AI SCP (secure copy) command in Linux can be confusing, let me make this a bit easier for you In this blog post, I’m going to show …
Linear Regression Analysis in Materials Sciences
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Parabolic fit of the conduction band of MoS2 crystal. This code performs linear regression on simulated band structure data for MoS2 crystal. The band structure of MoS2 was calculated in a previous …
DIAYN: Diversity Is All You Need
Author(s): Sherwin Chen Originally published on Towards AI. Top highlight Diving Into DIAYN U+007C Towards AI An Unsupervised Information-Based Method to Learn Diverse Skills Different skills learned by DIAYN without any extrinsic reward signal. Source: https://sites.google.com/view/diayn Introduction We discuss an information-based reinforcement …
Several Ways for Machine Learning Model Serving (Model as a Service)
Author(s): Edward Ma Originally published on Towards AI. Using Model as a Service (MaaS) on Cloud Platforms Top highlight Photo by Edward Ma on Unsplash No matter how well you build a model, no one knows it if you cannot ship model. …