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. …
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 …
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 …
Quantitative Ability β 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 masterβs 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 Donβt we all just love pd.read_csv()β¦ Itβs 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? …
GPT-3 from OpenAI is here and itβs a Monster
Author(s): Przemek Chojecki Originally published on Towards AI. Machine Learning The newest GPT-3 from OpenAI has 175 billion parameters and it is 10 times larger than the previous largest model, Turing-NLG from Microsoft. The behavior that emerges from this large model is …
6 Minutes Mantra To Create Resources On Google Cloud
Author(s): Ritheesh Baradwaj Yellenki Originally published on Towards AI. Cloud Computing How to create computing resources using Google Deployment Manager within a few steps Made using Canva I have a friend who is good at Machine Learning, like the genius of that …
Design of Experiments in Data Science
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. Data Science Top highlight Photo by Science in HD on Unsplash Data plays a central role in data science and machine learning. Most often, we assume that the data to be used …
How to Build and Train Your First Neural Network
Author(s): Davuluri Hemanth Chowdary Originally published on Towards AI. Machine Learning Source: PythonProgramming Before we dive into the process of building the neural network, there are few prerequisites which you need to know. Tensor Tensor Operations Differentiation Gradient Descent Make sure you …
1. Benchmark forecasting
Author(s): Mahbubul Alam Originally published on Towards AI. Data Science Photo by Greg Rakozy on Unsplash Time-series forecasting is one of the most talked-about topics in data science. Not surprisingly, there is a rich forecasting toolbox with many different options to choose …
Evaluation Metrics for Regression Problems
Author(s): Edward Ma Originally published on Towards AI. Data Science Photo by Edward Ma on Unsplash If you do not know how to justify whether model is good or not, it is similar to you want to get something but you do …