Available Research Topics in Machine Learning

Due to the continuous the development in IT sector, research students have good chance in preparing their research papers in the field of the computer science. Although there are many subject areas that students opt for preparing their research papers, the most leading one is machine learning. What is the Machine Learning and why it is a leading subject area? Machine learning is an approach to analyzing the data. It is the applicable to automate construction of an analytical system. Considered one of the best sub-fields of artificial intelligence, machine learning allows systems to gain knowledge from the given data, recognize the patterns, and act accordingly without any human interference. Basically, machines are trained on how to learn and recognize various patterns in a given dataset, hence its name-'machine learning'. Both-small and big companies are using set of rules to develop models for getting better at the decision-making process without any human interference.

1. Available Research Topics in Machine
Learning
Due to the con�nuous the development in IT sector, research
students have good chance in preparing their research papers
in the �eld of the computer science. Although there are many
subject areas that students opt for preparing their research
papers, the most leading one is machine learning.

What is the Machine Learning and why it is a leading subject
area?

Machine learning is an approach to analyzing the data. It is the
applicable to automate construc�on of an analy�cal system.
Considered one of the best sub-�elds of ar��cial intelligence,
machine learning allows systems to gain knowledge from the
given data, recognize the pa�erns, and act accordingly without
any human interference. Basically, machines are trained on
how to learn and recognize various pa�erns in a given dataset,
hence its name – ‘machine learning’. Both – small and big
companies are using set of rules to develop models for ge�ng
be�er at the decision-making process without any human
interference.

2. Financial services, government, healthcare, retail services,
transporta�on, and many more industries are using machine
learning to be able to work produc�vely and gain an edge over
the compe�tors.

Presently, all you can think of the independent on machine
learning which makes it highly important. Machine learning
helps in –

 Making decisions faster.
 Adap�ng to the new environment.
 Op�mizes and innovates with the development.
 The overall growth of the business.

List of Research Topics in Machine Learning

Automa�c Image Annota�on: it holds an important place in
the IT industry because of its capability of making the systems
or computers understand digital images and videos to be able
to view and note down the visual informa�on similar to what
humans do. In fact, to develop good computer vision systems,
automa�c image annota�on is the primary step. Therefore,
automa�c image annota�on means that the digital images and
videos get labeled by cap�ons or keywords automa�cally for
computer models to interpret the required informa�on.

3. Computer Vision: it allows systems to grasp valuable data from
digital images, videos, and other visual outputs so that system
can come up with recommenda�ons similar to data collected.
A�er systems are enabled to think, computer vision comes into
the picture and allows the system to look for informa�on from
the digital images or videos, then process and understand it.
Following are few popular computer vision examples –

 Image classi�ca�on
 Object detec�on
 Object tracking
 Content-based image retrieval

Deep Learning: a neural network including more than three
layers is a part of machine learning. The neural network allows
the systems to behave like humans for example – learning or
extrac�ng informa�on from the large amounts of new input or
datasets. It is quite an interes�ng topic for your research paper
provided its countless applica�ons such as –

 Self-driving cars
 Fraud news detec�on
 Natural language processing
 Entertainment
 Healthcare

4.  Language transla�ons
 Photo descrip�ons
 Colouriza�on of black and white pictures, and many more.

If you are preparing a research paper in the �eld of computer
science then you cannot miss out on the aforesaid men�oned
leading research topics in machine learning. Although, choose
good topic is di�cult as it is the core of your paper but, the
ideas men�oned will help you in wri�ng good research paper.