Gradient Descent Algorithm Explained
Author(s): Pratik Shukla Originally published on Towards AI. Machine Learning With Step-By-Step Mathematical Derivation Source: Unsplash Index: Basics Of Gradient Descent. Basic Rules Of Derivation. Gradient Descent With One Variable. Gradient Descent With Two Variables. Gradient Descent For Mean Squared Error Function. …
How to Evaluate a Data Visualization
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. A good data visualization should have all essential components in place Image by Benjamin O. Tayo Data visualization is one of the most important branches in data science. It is one of …
Deploying Machine Learning Models As a Service Using AWS EC2
Author(s): Tharun Kumar Tallapalli Originally published on Towards AI. Cloud Computing, Machine Learning An Overview of Deploying ML Models as Web Applications on EC2 using Flask and Nginx When ML Models are the only use case in our application we deploy it …
Deploy a Static Website using Github
Author(s): Bala Gopal Reddy Peddireddy Originally published on Towards AI. Programming Make your website and share it publicly in no time. What is Github? GitHub is a software development platform. It gives Unlimited cloud storage and supports all programming languages.GitHub is an …
Role of Data Visualization in Machine Learning
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Data visualization plays an integral role in machine learning from data analysis to model building, testing, evaluation, and selection Image by Benjamin O. Tayo Data Visualization is one of the most important …
Introduction
Author(s): ___ Originally published on Towards AI. In this article, I will explain why when building a linear model, we add an x₁x₂ term if we think the variables x₁ and x₂ interact and conclude with a principled method to add interaction …
Biased Machines and Where to Find Them
Author(s): Davor Petreski Originally published on Towards AI. Fairness, Ethics Algorithmic Oppression: Biased Machines and Where to Find Them Recent events of racial discrimination in law enforcement and the healthcare industry have shown us how biased and racist humans are. The systemic …
Intro to Neural Networks Part II — Brilliant.org
Author(s): Alison Sin Originally published on Towards AI. What is Training a Neural Network? These are the notes I’ve taken while going through this course at Brilliant.org. 🙂 since a premium membership might not be universally accessible and they did an outstanding …
3 Ways to Collect Big Data with your PC
Author(s): Michelangiolo Mazzeschi Originally published on Towards AI. How and where to find data on the internet? This article is intended to be technical. I hope you can apply the content of this article to improve your work and your skills. Photo …
Quantitative Ability — A Requirement for Data Science/Business Analytics Programs
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Analyzing various four-year degree programs that can prepare you for a master’s degree in data science or business analytics Image by Benjamin O. Tayo With several businesses and organizations turning to data …
Loading Different Data Files in Python
Author(s): Lawrence Alaso Krukrubo Originally published on Towards AI. What is the structure of HDF5 files? Source: Pixabay Don’t we all just love pd.read_csv()… It’s probably the most endearing line from our dear, pandas library. No doubts, when it comes to tabular …
Understanding the IoU Metric in Object Detection
Author(s): Pushkar Pushp Originally published on Towards AI. Computer Vision https://images.unsplash.com/photo-1453728013993-6d66e9c9123a?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=1950&q=80 Introduction In this post, we will cover the metric used for the evaluation of the object detection model. The metric is invariant of algorithms whether one uses RCNN, Fast-RCNN, Faster- RCNN, …
AI Ethics: Identifying Your Ethnicity and Gender
Author(s): Allen Jiang Originally published on Towards AI. Exploring Natural Language Processing (NLP) and Machine Learning Why is this an important question? Ultimately this is a stepping stone to answering the ethical question: should we teach Artificial Intelligence to detect your ethnicity? …