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Machine learning algorithms predict stock market trends

Understanding stock market trends is crucial for investors to make key decisions. It was indeed a wonderful moment when Katla Sai Naveen from the Department of Computer Science and Engineering, presented a paper for the first time with an intelligent solution to that problem. The paper “A Novel Stock Price Prediction Scheme from Twitter Data by using Weighted Sentiment Analysis” was presented at the 12th International Conference on Cloud Computing, Data Science & Engineering (CONFLUENCE-2022), organised by Amity University, Noida, UP, India. It was co-authored by Nikhila Korivi, Godavarthi Chandra Keerthi under the mentorship of Dr V M Manikandan, Assistant Professor, Computer Science and Engineering. The paper will later be published in IEEE Xplore Digital Library.

Abstract:

Stock market forecasting is one of the most interesting research areas for many professionals and researchers. Economic conditions, investor sentiment, current events, future guidance, and a variety of other factors have an impact on the stock market. Since the stock market changes swiftly from time to time, it might be tough for a user or investor to keep up with the shifting trend. Combining sentiment analysis with a machine learning model, a solution to this problem has been introduced. Sentiment analysis is a text mining procedure that has one of the most important uses in analysing user reviews and evaluating the overall sentiment of a piece of text. The purpose of this research work is to create a machine learning model that takes recent tweets from the Twitter API and categorises each message as positive, bad, or neutral. Later, the impact of the person who wrote the tweet is also considered while predicting the trend. The parameters such as the total number of followers, the emotion of each comment on each post of selected stock, the number of likes and retweets are considered. An overview of the selected stock’s potential will be given to the user as the output.

This research will be useful for businessmen and people with enthusiasm for the stock market. The research will provide insights and intelligence to help make profitable decisions. False positives during sentiment analysis is a major concern in this domain. The team is focused on improving the existing approaches with better methods to identify false positives.

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SRMAP signed MoU with Speed Engineering Solutions

SRM University-AP has inked a Memorandum of Understanding(MOU) with Speed Engineering Solutions Pune. The MoU will significantly benefit the students of the Department of Mechanical Engineering in their studies and overall industry exposure. As part of the understanding, the following activities will be carried out-

  • Speed Engineering will deliver interactive and insightful webinars on Product Design-Development and similar topics to all students of the university.
  • Speed engineering will conduct online workshops on product design at subsidised charges for BTech and MTech students.
  • Speed engineering will offer full-time summer internships on Industry oriented product design and development to our BTech and MTech students.
  • Speed engineering will offer a series of skill-building projects based on industry work to the BTech and MTech students. They will work under the joint guidance of SRMAP faculty and experienced Speed Engineering professionals. These projects will be based on real-life industry problems.
  • Speed engineering will offer in-campus internships to some of the students of SRM AP based on their project performance.
  • Speed engineering will offer jobs to some of the brightest students based on their project performance.

Prof Prakash Jadav welcomed the initiative and said, “This MOU is an excellent initiative for the mechanical engineering department. Our students will get huge benefits such as the latest training on Product design and Simulations, CAD, CAE and many other things. The benefits do not end here. Our students will further be able to convert opportunities to work on live industry projects and internships into attractive job offers. I am certain that our students will reap all the benefits from this collaboration.”

Know more about Speed Engineering Solutions: About Us – Speed Engineering Solutions

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Novel method to optimise optical information transmission

Mr D Lenin Babu from the Department of Electronics and Communication Engineering published his research “A Novel 8-Channel DWDM demultiplexer on Silicon Photonic Crystal slab: Design and Analysis” in Elsevier journal ‘Optik’, having an impact factor of 2.44. This research was carried out under the supervision of Dr Sreenivasulu Thupakula, Assistant Professor, Department of Electronics and Communication Engineering.

Abstract:

The published research presents a novel method to achieve optical information transmission at improved speed and reliability. Multiplexing and demultiplexing are the techniques used to enhance the information transmission rates and effective utilisation of channel bandwidths in communication systems. Dr Thupakula and Mr Lenin Babu proposed a new design with a minimised size of approximately 1mm and reduced information loss.

The team collaborated with the Applied Photonics Laboratory, Department of Electrical Communication Engineering, Indian Institute of Science, Bangalore, to conduct the research.

“The ongoing research is useful not only for communication applications but also for refractive index based sensing applications such as biosensing, Force sensing etc. Our future work includes Integrated optics-based antenna design for THz communication systems, Waveguide devices for sensing applications at THz wavelengths etc.,” said Dr Thupakula.

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Sohith Chowdary received admission offers from world-class universities

admission multiple universities abroad

The Department of Electronics and Communication Engineering could not be prouder as their student Sohith Chowdhary Akkineni turned out to be the next in the line of the lucky handful who has received admission offers from various world-class universities. Giving wings to the dreams of students makes the university a choice destination for next-generation where dreams are turned into reality.

With its priority being, teaching the students to dream big and facilitating their journey ahead, more students have found a place to initiate the primary strides towards a world of opportunities looming ahead. They bring laurels back to the university by placing its name on the global map. Sohith Chowdary has also reciprocated his love and respect for SRM University-AP by making the best use of the conducive learning atmosphere, experienced faculty, and cutting-edge infrastructure which opened the doors for higher studies abroad. He received admission offers from the University of Maryland, Northeastern University-Boston, George Washington University with a scholarship of 25% of the tuition fee, and Rochester Institute of Technology with yet another whopping scholarship of $15,561.

“I am indeed grateful to my HOD, Siva Sankar sir for giving me deeper insights into the course I have chosen, and to Swetha ma’am of International Relations Office for helping me get the necessary documents from the college. Besides, I would also like to thank all my professors, Sujith Kalluri sir, Gangi Reddy Salla sir, and Sateeshkrishna Dhuli sir for their Letters of Recommendation”, said Sohith. He also expressed his desire to start a career in the field of research in Telecommunication Networks.

As a word of advice to his juniors, Sohith said, “Choose a course that interests you, rather than following everyone else, do research in the course you have chosen, and apply to international universities preferably before the priority deadline”. With the number of students enrolling into international universities rising, SRM University-AP continues to build a legacy of its own in the domain of global education.

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