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Updated by rogersnancy2020 on Jul 20, 2020
Headline for Top Machine Learning Projects in 2020 You Should Do!
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Top Machine Learning Projects in 2020 You Should Do!

Listly by rogersnancy2020

Machine learning projects are a good place to apply your machine learning knowledge and skills. There are many fun projects you can do in machine learning. Here, I curated a list which contains some cool machine learning projects. This could be a never-ending list as there is a lot of things you we can do with machine learning. You can also contribute to this list to make it a great list for ML enthusiasts.

Source: https://www.aionlinecourse.com/blog

1

Basic Implementation of Several Machine Learning Algorithms on a Data Set

This is a simple implementation of machine learning algorithms. This project is based on the Bank Marketing dataset. This dataset contains various attributes of the customers of a bank. The task is here is to classify the customers into two groups based on various attributes given.

This simple project will help you to learn the following-

  • How to Install and Check the Required Python Libraries for Machine Learning
  • How to Load the Dataset
  • Understanding the Data through Visualization
  • How to Preprocess the Data
  • Evaluating Some Machine Learning Algorithms
  • How to Build and Test Your Final Machine Learning Model
  • Evaluating the Machine Learning Model
  • How to Save and Load the Machine Learning Model

Check the hands-on project here!

2

Deploying a Machine Learning Project using Django and REST API

If you so far worked with machine learning models locally, just applying ML algorithms on datasets and making predictions, you should know how to deploy them on the web. With this tutorial, you will learn different steps to build and deploy a machine learning model using Django and REST API.

The key takeaways from this project are-

  • Building a Machine Learning Model
  • Installing Django, Django REST Framework and Other Dependencies
  • Creating a New Django Project
  • Creating a New Django App
  • Creating a Django Model
  • Building The REST API

Check the hand-on project here!

3

Building a Chatbot using NLP and Python

This project will get you through building a python chatbot using the popular chatbot building framework Rasa. Rasa is a python based chatbot development platform that provides all the supports to build a totally functioning chatbot like Siri or Alexa all by yourself!

With this project, you'll learn-

  • Installing Rasa Stack and Its Dependencies
  • Creating a New Project in Rasa
  • How to Write and Extract Intent from the User Message
  • Writing Rasa Stories to Design the Conversational Flow
  • Writing Custom Actions
  • Configuring Policies
  • How to Train and Run the Chatbot

Check the project here!

4

Time Series Analysis Using the ARIMA Model

Time series analysis is an important part of data science. To become a good data scientist, you need to learn how to perform various analysis on time series data. This project will teach you the various aspects of time series data and guide you through building a time series analysis model in python to forecast a time series using the popular ARIMA model.

What you'll learn from this project-

  • The Components of Time Series
  • Importing Time Series Data
  • Visualizing Time Series Data
  • Understanding Stationarity in Time Series
  • Making a Time Series Stationary
  • Building Time Series Models in Python
  • Applying the ARIMA Model in Python

Get the hands-on project here!