Build, Train and Deploy A Real-World Flower Classifier of 102 Flower Types

Build, Train and Deploy A Real-World Flower Classifier of 102 Flower Types

With TensorFlow 2.3, Amazon SageMaker Python SDK 2.5.x and Custom SageMaker Training & Serving Docker Containers


I love flowers. The lotus flower above is one of my most favorite flower photos taken during my visit to the Summer Palace Beijing in 2008. Since I am a developer and enjoy learning and working on artificial intelligence and cloud projects, I decide to write this blog post to share my project on building a real-world flower classifier with TensorFlow, Amazon SageMaker and Docker.

This post shows step-by-step guide on:

transfer-learning docker-container tensorflow-serving tensorflow2 amazon-sagemaker

Bootstrap 5 Complete Course with Examples

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Building a simple Applications with Vue 3

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

Google Reveals "What is being Transferred” in Transfer Learning

Google Reveals "What is being Transferred” in Transfer Learning. Recently, researchers from Google proposed the solution of a very fundamental question in the machine learning community.

Transfer learning for Deep Neural Networks using TensorFlow

A practical and hands-on example to know how to use transfer learning using TensorFlow. We will learn how to use transfer learning for a classification task.

Learn Transfer Learning for Deep Learning by implementing the project.

Project walk-through on Convolution neural networks using transfer learning. From 2 years of my master’s degree, I found that the best way to learn concepts is by doing the projects.

Docker Tutorial for Beginners 8 - Build and Run C++ Applications in a Docker Container

Welcome to this on Docker Tutorial for Beginners. In this video provides an Introduction on C++ development with Docker containers. So we will see How to ship C++ Programs in Docker.

How to Serve Machine Learning Models with TensorFlow Serving and Docker

In this tutorial, I’m going to show you how to serve ML models using Tensorflow Serving, an efficient, flexible, high-performance serving system for machine learning models, designed for production environments.