End-to-End Machine Learning Project: Part-1

End-to-End Machine Learning Project: Part-1

End-to-End machine learning is concerned with preparing your data, training a model on it, and then deploying that model. The goal of this…

End-to-End machine learning is concerned with preparing your data, training a model on it, and then deploying that model. The goal of this two part series is to showcase how to develop and deploy an end-to-end machine learning project for an image classification model and using Transfer Learning.

Although there are plenty of other online resources which show you how to build your own models in detail, there are very few resources that dive into how to deploy these models. This article is a precursor to the second part, which will show the deployment steps. If you’re already familiar with building such a model and looking for ways on how to deploy it, then I would suggest to just skim over this post and check out Part-2.

Part-1 (this post): preparing the data and training an image classification model Part-2: deploying the built model using Flask and Docker

image-classification data-science deep-learning machine-learning end-to-end-ml

What's new in Bootstrap 5 and when Bootstrap 5 release date?

How to Build Progressive Web Apps (PWA) using Angular 9

What is new features in Javascript ES2020 ECMAScript 2020

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

Random Password Generator Online

HTML Color Picker online | HEX Color Picker | RGB Color Picker

Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data

Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data

Transfer Learning in Image Classification

Experimental evaluation of how the size of the training dataset affects the performance of a classifier trained through Transfer Learning.

Learn Data Science Today - Data Science Tutorial for Beginners 2020!

How and why to start Learning to be a data scientist in 2020! This Data Science Course will give you a Step by Step idea about the Data Science Career, Data science Hands-On Projects, roles & salary offered to a Data Scientist!

Preprocessing your images for machine learning (image recognition)

During my studies at JKU there was a task for preprocessing images for a machine learning project. It is necessary to clean the raw images…

How to auto rotate the image using Deep learning!!!

5 simple steps to auto rotate the image to get the right angle in the human photos using computer vision. The above image showed the input (left) and output (right).