A BEGINNER FRIENDLY GUIDE
So, you’ve learned Python and many of the libraries like NumPy, Pandas, Matplotlib, Seaborn, scikit-learn and you’re ready to start building ML projects but you don’t have an idea about where to start and how to turn data into models. In that case, this article has you covered. Here, we will be going over some of the basic steps we should cover to build a model that generalizes well to unseen data.
Here, we will explore the following topics:
- Loading and Exploring the data
- Data cleaning and Preprocessing
- Exploratory Data Analysis (EDA)
- Model Building
What and How?
We will be building a model using the UCI heart disease dataset from Kaggle that can detect whether someone has a heart disease or not based on different features. The original source of this dataset is here. …
Hands-on Tutorials, A comprehensive guide to
Using tflite and SSD-MobileNet
Introduction
In this guide, we will be developing an application in Flutter using the tflite package and a pre-trained SSD-MobileNet model, capable of detecting objects in images and real-time camera stream. This application is capable of detecting objects offline. We will also be able to take pictures from within the app and feed it to the model for detection.
Setting up the project
Setup Flutter on your machine if you haven’t already. This guide in the Flutter website is a great place to start. After setting up Flutter, create a new project by typing the following in your terminal.
$ flutter create object_detection
$ cd…Flutter your way to beautiful cross-platform apps
How I built a Covid-19 Dashboard Application in less than a week of starting Flutter
Introduction
In this article, I am going to share my experience learning and building a simple application in Flutter. What I made is a dashboard application for the Covid-19 statistics of all the countries. I started learning Flutter in a Sunday morning, and by Saturday evening, I was building the release apk on my machine.
You can look at the project on my GitHub. Any changes and suggestions are welcome and appreciated. You can also contribute to make it better.
You can download the apk from here.
What Flutter really is
Flutter is Google’s UI toolkit for building beautiful, natively compiled applications for mobile, web, and desktop from a single codebase. …
How I built a Web App that can classify from five different flowers based on the uploaded image.
Built using Streamlit and Python.
Introduction
After spending some time looking at Deep Learning with TensorFlow and training some models on my own, I decided to make the model meaningful. Making a model and training it is one thing, but deploying it and creating something that even people with no experience can work with is another.
That’s when I discovered Streamlit, it is an open source framework that let’s you create data apps in pure Python. I had little to no experience in creating Web Apps using JavaScript frameworks, but using Streamlit, I could do that in Python.
You can learn more about Streamlit on their website. …
About
