Artificial intelligence is one of the foremost chop-chop developing fields within the technology business. AI is currently employed in a range of areas, as well as aid, transportation, and security. Multiple sectors demand the information of tough AI specialists as a result of this increase. As a result, B.Tech specializing in computer science is well-liked and features a wide selection of applications. Students could use computer science to find out about Machine Learning and automation and build smarter choices.

The limitations of the models are summarized in Figure 12. Based on the models for Reddit and Twitter, for binary classification, the limitation is the models are over-fitting due to the class imbalance although it gave better accuracy. Furthermore, the war-crime examples seem to share quite similar texts, therefore lack diversity. This is another potential reason for which our models have decent performances, despite the dataset being small. The future scope for binary models is to find more efficient ways to clean the texts.

Machine Learning is a fine career choice today. Additionally, there are many job opportunities and a high-paying salary on it. ML has a great scope to make a change in the world of automation and in India, there are many trends to show that there is a lucrative career in it. Many spheres need a thorough knowledge of domestic and international trends. In the past, there was a manual study and analysis of the trends requiring much time.

Data science tools now automate various pieces of the analytics process, from data preparation to model selection. And automation will only broaden the future scope of data science. According to most analytics and artificial intelligence experts, trends like augmented analytics will only increase the efficiency and reach of data science within the enterprise. Even with accelerating analytics automation, data scientists will be sitting pretty with job security for a long time. "I think what is happening with AI and a lot of these technologies is they are making our jobs easier," said data science expert Usama Fayyad, co-founder of the Initiative for Analytics and Data Science Standards.

Have you ever thought of a system which will read a hand written text and type it? A machine is anything that lessens human effort. The art of developing machine which does not need extensive programming is known as machine learning. Machine learning is the process of developing artificial intelligence in computers, It does make computers do the desired work without being extensively programmed and with least human efforts. It does make a use of statistical analysis and predictive analysis.