First Principles Approach in Data Science
Author(s): Benjamin Obi Tayo Ph.D. Originally published on Towards AI. a. Problem Framing Image Source: Pexels The first principles approach to problem-solving is the act of breaking a problem down to the fundamental parts and building up from there. This method is …
ResNet Architecture: Deep Learning with PyTorch
Author(s): Satyam Kumar Singh Originally published on Towards AI. Deep Learning From winning ImageNet Large Scale Visual Recognition Challenge (ILSVRC) in 2015 till now ResNet Architecture has been remarkable in the field of Data Science. Apart from ILSVRC, ResNet also won Detection …
AI Generates 3D high-resolution reconstructions of people from 2D images | Introduction to PIFuHD
Author(s): Louis Bouchard Originally published on Towards AI. This AI Generates 3D high-resolution reconstructions of people from 2D images! It only needs a single image of you to generate a 3D avatar that looks just like you, even from the back! The …
Assumptions of Linear Regression — What Fellow Data Scientists Should Know
Author(s): Shaurya Lalwani Originally published on Towards AI. Photo by Marius Masalar on Unsplash Linear Regression is a linear approach to modeling the relationship between a target variable and one or more independent variables. This modeled relationship is then used for predictive …
YOLO V5 — Explained and Demystified
Author(s): Mihir Rajput Originally published on Towards AI. Computer Vision YOLO V5 — Model Architecture and Technical Details Explanation Source: https://pixabay.com/ From my previous article on YOLOv5, I received multiple messages and queries on how things are different in yolov5 and other …
Building Neural Networks with Python Code and Math in Detail — II
Author(s): Towards AI Editorial Team Originally published on Towards AI. Join us ↓ | Towards AI Members | The Data-driven Community Top highlight Source: Pixabay Last updated January 7, 2021 Author(s): Pratik Shukla, Roberto Iriondo Join Towards AI, by becoming a member, …
Top List of Quick Pandas Methods
Author(s): Michelangiolo Mazzeschi Originally published on Towards AI. Saving you time with these useful tricks After 3 months of learning Pandas daily, these are the top algorithm you can use for a quick but significant edit without losing your patience. If you …
Clustering: What Is It and When To use it?
Author(s): Daksh Trehan Originally published on Towards AI. Machine Learning, Data Science A comprehensive guide to K-Means, K-Means++, and DBSCAN. Clustering is a Machine Learning technique whose aim is to group the data points having similar properties and/or features, while data points …
Here’s the Pipeline:
Author(s): Shaurya Lalwani Originally published on Towards AI. Photo by Andy Kelly on Unsplash This article explains the important parts of a Regression/Classification Pipeline (the differences have been shown wherever required). Additional points can be added based on the domain and industry …
Gradient Descent v/s Normal Equation For Regression Problems
Author(s): Pushkara Sharma Originally published on Towards AI. Machine Learning Choosing the right algorithm to find the parameters that minimize the cost function Gradient Descent v/s Normal Equation In this article, we will see the actual difference between gradient descent and the …
Image Processing Basics through OpenCV
Author(s): Shuvayan Ghosh Dastidar Originally published on Towards AI. Photo by Shahadat Rahman on Unsplash In computer science, digital image processing is the use of a digital computer to process digital images through an algorithm.[1] An image is taken as input and …
DevOps RoadMap — How to Get Started!!
Author(s): Ritheesh Baradwaj Yellenki Originally published on Towards AI. DevOps Key concepts one needs to know to start their career in DevOps Designed using Canva If it hurts, do it more often! When I first started learning DevOps I honestly had no …
Natural Language Processing Beginner’s Guide
Author(s): Davuluri Hemanth Chowdary Originally published on Towards AI. Natural Language Processing Copyright: Wave Accounting I published an article on Natural Language Processing. Before going through this article, I recommend you to go through the previous article. NLP Made Easy With These …
Outline
Author(s): Haryo Akbarianto Wibowo Originally published on Towards AI. Deep Learning, Tutorial U+1F356U+1F372 Recibrew! Predicting Food Ingredients with Deep Learning!U+1F372U+1F356 ▶️▶️ Step by step tutorial on predicting food ingredients using seq2seq in Deep Learning implemented in Pytorch Lightning. ◀️◀️ Photo by Dan …