Saturday, August 29, 2020

Top 21 Machine Learning Projects for 2020 [Source Code Included]


Top 21 Machine Learning Projects for 2020 [Source Code Included]

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Machine Learning Projects – Learn how machines learn with real-time projects
It is always good to have a practical insight of any technology that you are working on. Though textbooks and other study materials will provide you all the knowledge that you need to know about any technology but you can’t really master that technology until and unless you work on real-time projects.
In this tutorial, you will find 21 machine learning projects ideas for beginners, intermediates, and experts to gain real-world experience of this growing technology. These machine learning project ideas will help you in learning all the practicalities that you need to succeed in your career and to make you employable in the industry.
Learning through projects is the best investment that you are going to make. These project ideas enable you to grow and enhance your machine learning skills rapidly. These machine learning projects can be developed in Python, R or any other tool.
GOOD NEWS!!
Your headache for finding some really amazing project ideas is finally over. All you need to do is just bookmark this article and you’ll never find yourself short of great project ideas to work upon. Here, we have compiled a list of over 500+ project ideas customized specially for you.
  1. Python Project Ideas
  2. Python Django (Web Development) Project Ideas
  3. Python Game Development Project Ideas
  4. Python Artificial Intelligence Project Ideas
  5. Python Machine Learning Project Ideas
  6. Python Data Science Project Ideas
  7. Python Deep Learning Project Ideas
  8. Python Computer Vision Project Ideas
  9. Python Internet of Things Project Ideas
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Machine Learning Projects for Beginners

In this section, we have listed the top machine learning projects for freshers/beginners, if you have already worked on basic machine learning projects, please jump to the next section: intermediate machine learning projects

1. Iris Flowers Classification Projectiris flower classification using machine learning

Project idea – The iris flowers have different species and you can distinguish them based on the length of petals and sepals. This is a basic project for machine learning beginners to predict the species of a new iris flower.

2. Emojify – Create your own emoji with Python

create emoji with deep learning
Project idea – The objective of this machine learning project is to classify human facial expressions and map them to emojis. We will build a convolution neural network to recognize facial emotions. Then we will map those emotions with the corresponding emojis or avatars
Source Code: Emojify Project

2. Loan Prediction using Machine Learning

Project idea – The idea behind this ML project is to build a model that will classify how much loan the user can take. It is based on the user’s marital status, education, number of dependents, and employments. We can build a linear model for this project.

3. Housing Prices Prediction Projecthousing price prediction using ML

Project idea – The dataset has house prices of the Boston residual areas. The expense of the house varies according to various factors like crime rate, number of rooms, etc. It is a good ML project for beginners to predict prices on the basis of new data.

4. MNIST Digit Classification Machine Learning Projectmachine learning project ideas - digit classification

Project idea – The MNIST digit classification python project enables machines to recognize handwritten digits. This project could be very useful for computer vision. Here we will use MNIST datasets to train the model using Convolutional Neural Networks.

5. Stock Price Prediction using Machine Learningstock price prediction using machine learning

Project idea – There are many datasets available for the stock market prices. This machine learning beginner’s project aims to predict the future price of the stock market based on the previous year’s data.

6. Titanic Survival Project

Project idea – This will be a fun project to build as we will be predicting whether someone would have survived if they were in the titanic ship or not. For this beginner’s project, we will use the Titanic dataset that contains real data of the survivors and people who died in the Titanic ship.

7. Wine Quality Test Project

Project idea – In this project, we can build an interface to predict the quality of the red wine. It will use the chemical information of the wine and based on the machine learning model, it will give us the result of wine quality.

8. Fake News Detection ProjectML project idea - fake news detection

Project idea – Fake news spreads like a wildfire and this is a big issue in this era. We can learn how to distinguish fake news from a real one. We can use supervised learning to implement a model like this.
Any doubts in DataFlair’s machine learning project ideas till now? Ask in the comment section.

Intermediate Machine Learning Projects

1. Music Genre Classification Machine Learning Project

music genre classifier model
Project Idea: The idea behind this python machine learning project is to develop a machine learning project and automatically classify different musical genres from audio. We need to classify these audio files using their low-level features of frequency and time domain.

1. Bitcoin Price Predictor Projectbitcoin price predictor - ML project idea

Project idea – The bitcoin price predictor is a useful project. The blockchain technology is increasing and there are many digital currencies rising. This project will help you predict the price of the bitcoin using previous data.

2. Uber Data Analysis Projectuber data analysis ML project

Project idea – The project can be used to perform data visualization on the uber data. The dataset contains 4.5 millions of uber pickups in the new york city. This much data needs to be represented beautifully in order to analyze the rides so that further improvements in the business can be made.

3. Personality Prediction Project

Project idea – The Myers Briggs Type Indicator is a personality type system that divides a person into 16 distinct personalities based on introversion, intuition, thinking and perceiving capabilities. We can identify the personality of a person from the type of posts they put on social media.

4. Xbox Game Prediction Project

Project idea – The data generated by people while searching can be used to predict the interest of the users. The BestBuy consumer electronics company has provided the data of millions of searches from users and we will predict the Xbox game that a user will be most interested to buy. This will be used to recommend games to the visitors.

5. Credit Card Fraud Detection Projectmachine learning project ideas - credit card fraud detection

Project idea – Companies that involve a lot of transactions with the use of cards need to find anomalies in the system. The project aims to build a fraud detection model on credit cards. We will use the transaction and their labels as fraud or non-fraud to detect if new transactions made from the customer are fraud or not.

6. Barbie with Brains Project

Project idea – Kid toys like barbie have a predefined set of words that they can speak repeatedly. We can use machine learning methods to give the barbie some brain. It will be more engaging when a toy can understand and speak with different sentences. This is an excellent project that will improve the learning process of kids.

7. Customer Segmentation using Machine Learningmachine learning project idea - customer segmentation

Project idea – Customer segmentation is a technique in which we divide the customers based on their purchase history, gender, age, interest, etc. It is useful to get this information so that the store can get help in personalize marketing and provide customers with relevant deals. With the help of this project, companies can run user-specific campaigns and provide user-specific offers rather than broadcasting same offer to all the users.
Next in machine learning project ideas article, we are going to see some advanced project ideas for experts.

Advanced Machine Learning Projects

1. Sentiment Analysis using Machine Learningmachine learning project ideas - sentiment analysis

Project idea – Sentiment analysis is the process of analyzing the emotion of the users. We can categorize their emotions as positive, negative or neutral. It is a great project to understand how to perform sentiment analysis and it is widely being used nowadays. This is one of the most popular machine learning projects. The reason behind this is every company is trying to understand the sentiment of their customers if customers are happy, they will stay. This project could show a path to reduce customer churn.

2. Enron Investigation Project

Project idea – The Enron company collapsed in 2000 but the data was made available for investigation. The database has 500,000 emails of real employees who worked in the company so the data is very useful to perform data analytics and many data scientist use this dataset.

3. Speech Emotion Recognition Machine Learning ProjectML project idea - speech emotion recognition

Project idea – This is one of the best machine learning projects. The speech emotion recognition system uses audio data. It takes a part of speech as input and then determines in what emotions the speaker is speaking. We can identify different emotions like happy, sad, surprised, angry, etc. This project could be helpful for identifying customer emotions during the call with the call centre.

4. Catching Illegal Fishing ProjectMachine learning project ideas - catching illegal fishing

Project idea – This is an interesting machine learning project. There are many ships, boats on the oceans and it is impossible to manually keep track of what everyone is doing. It will be an amazing project that can identify illegal poaching of animals and catch fishing activities through satellite and Geolocation data. The Global Fishing Watch is offering real-time data for free, that can be used to build the system.

5. Online Grocery Recommendation using Collaborative Filtering

Project idea – Collaborative filtering is a great technique to filter out the items that a user might like based on the reaction of similar users. A grocery recommendation system would be a great project to make customers realize what they would like in their baskets.

6. Movie Recommendation System using Machine LearningML project idea - movie recommendation

Project idea – Recommendation systems are everywhere, be it an online purchasing app, movie streaming app or music streaming. They all recommend products based on their targeted customers. A movie recommendation system is an excellent project to enhance your portfolio.

7. Automatic License Number Plate Recognition System

Project idea: The objective of this machine learning project is to detect and recognize the license number plate of a vehicle and read the license numbers printed on the plate. This could be a good application for security scans, traffic monitoring, etc.
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1 comment:

  1. Aaron jhonsonDecember 3, 2021 at 1:56 PM

    Excellent article... Thank you for providing such valuable information; the contents are quite intriguing. I'll be waiting for the next post on Big Data Engineering Services with great excitement.

    ReplyDelete

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