Digits written by humans vary a lot in curves and sizes as they are hand-drawn and everyone’s writing is not the same.

It is a great way to start artificial intelligence by building a handwritten digits recognition system that can identify the digit drawn by humans.

Lane line detection technique is used in many self-driving autonomous vehicles as well as line-following robots.

We can use computer vision techniques such as color thresholding to detect the lanes.

When a good movie or show comes, people always spoil the fun of others by spoiling it.

We can create a browser extension that will block out all the mentions of your favorite show that you don’t want to get spoiled.

You can replace the mentions with a cute picture of cats.

Every day we get dozens of email notifications and most of them are spam.

Build a tool that can classify the emails as spam or non-spam based on the content of the email alone.

One of the challenging tasks of AI is to find the optimal path from one place to the destination place.

The project idea is to find the optimal path for a vehicle to travel so that cost and time can be minimized. This is a business problem that needs solutions.

Doctors use Chest X-rays to detect Pneumonia and we can build an artificial intelligence system that is capable of identifying the infection in patients’ X-ray images.

For this purpose, we will use Convolutional Neural networks to build the AI system.

The game of chess is very popular and for a better experience of this game, we must implement a good artificial intelligence system that can give competition to humans and make the game of chess a challenging task.

CNN has become the state of the art in image classification and computer vision-related tasks.

We can improve the fire detection system through surveillance cameras by building a model that can not only detect the fire but also the location of the fire to provide effective detection and reporting system for the safety of people.

A website evaluation system where users can comment on a particular website about the genuineness, time taken to deliver products, etc.

It will analyze the comments to rate the website on these factors.

The Dino is a famous google chrome game that we can play when the internet connection is off.

It is a good game to implement reinforcement-learning and understand how it works.

We can build an algorithm for the bot that will learn itself by making mistakes.

When you type a message your phone can automatically predict the next word you want to type.

We can build an artificial intelligence model that can predict the next word that is most likely to come.

To implement this you need to have knowledge about Natural language processing and deep learning.

Chatbots are widely used in the industry level where every company requires a chatbot to automate some of the customer interaction processes.

AIML is an Artificial Intelligence Markup Language that is used for building chatbots.

A big problem on the internet is that companies post fake reviews to sell their products or to disturb their competitors.

A user has no idea if a product review is fake or genuine.

To solve this problem, we can build a system that can track the IP addresses and use opinion mining to find out the fake reviews.

Build a path for cars with obstacles on the race-course.

The objective of the car(agent) is to learn how to drive by avoiding the obstacles. The concept of reinforcement learning would be used in this project.

In schools and colleges, a lot of time is wasted in taking the attendance of the students.

The idea of the project is to automate the attendance system by using a camera that automatically recognizes the faces and marks the attendance of the people.

A chatbot system that can negotiate the price of the products.

Many eCommerce companies are researching on this project as it has a lot of scope in business.

The chatbot should be able to communicate with users and handle the bargaining of customers just like in the real world.

Many games need to implement an artificial bot that can compete with humans.

In this project, you can start by building a bot that can learn to play the snake game.

This project is great to dive into genetic algorithms and understand how a machine can evolve understanding with generations.

A self-driving car is a huge project that involves a lot of sensors and cameras to obtain information of the surroundings.

Then the information needs to be processed and effective decisions should be made.

The Spotify app is a great music streaming platform that knows exactly what type of music they like.

You can learn to build a model that will analyze the users’ music tastes and will recommend new music to them based on their interests.