Welcome to My Data World,

Arunkumar Murugan

[Data Enthusiast Eager to Bridge Analytics and Development]

Final year Data Science student with strong research and analytical skills. Eager to apply expertise in data analysis,
machine learning and research to contribute to innovative
R&D projects. Committed to delivering data-driven solutions
and fostering innovation.

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About Me

Data Analyst

From the very beginning, I was born and brought up in Mayiladuthurai, my life has been a colorful tapestry woven with the threads of curiosity, ambition, and a touch of romance. Born into a close-knit family of four, I learned the values of unity, perseverance, and the joy of shared moments. My early years were marked by a love for stories—particularly those romantic tales that left me pondering life's intricacies. It's almost ironic that amidst the cinematic dramas of love and longing, I found my true calling: engineering.
In the midst of those silver screen stories, I realized that engineering wasn't just about calculations and equations; it was the gateway to crafting a life as exquisite as the most captivating love story. I was captivated by the idea that even the most unconventional paths, like those of the "unfair boys" pursuing engineering, could lead to extraordinary destinations. With this newfound perspective, I embarked on a journey fueled by passion and the desire for knowledge. I was determined to become the first engineering graduate in my immediate family, and I eagerly absorbed every lesson, every concept and every challenge that came my way. As I delved deeper into the world of academia, my fascination for engineering blossomed. I eagerly sought out stories of those who had chosen this path and found their own unique journeys. It was during this time that I stumbled upon a narrative that would shape my destiny—an actor's portrayal of an engineering college student in pursuit of knowledge, love, and a brighter future. Inspired by this cinematic adventure, I began my quest to determine the best engineering course. The answer became clear as day: Artificial Intelligence and Data Science. The promise of this cutting-edge field, with its blend of science, technology, and the potential to shape the future, was irresistible. My journey reached a pivotal moment when I secured a place in the first-ever batch of Artificial Intelligence and Data Science at KCG College of Technology. It was a dream come true—a chance to be a part of something groundbreaking and innovative.
Today, as I stand before you, I am not just an engineering graduate; I am a Data Enthusiast, driven by the romance of data, the intrigue of machine learning, and the promise of research and discovery. My journey has brought me here, to this unique intersection of passion and profession. Welcome to my portfolio—a testament to my unwavering commitment, my insatiable curiosity, and my unquenchable thirst for knowledge. Join me as we continue this extraordinary story, where every data point is a plot twist, and every algorithm is a hero in its own right.

Education

Bachelor's Degree

2020-2024

Artificial Intelligence & Data Science - KCG College of Technology, Chennai

CGPA : 8.42 (Till 6th Semester)

I Proudly belong to the first-ever batch of the groundbreaking in AI&DS Program at Anna University. This trailblazing course has not only equipped me with a comprehensive understanding of data science but has also instilled in me the spirit of innovation and the drive to explore uncharted territories in the world of technology.

Higher Secondary Education

2018-2020

Maths/Computer Science - Rotary Club Matric Hr Sec School, Mayiladuthurai

Percentage : 80

My Journey into the world of engineering was set in motion during my higher secondary education. This pivotal phase laid the foundation for my future studies. Notably, I secured a perfect score of 100 in computer science, showcasing my early aptitude for technology.

Secondary Education

2017-2018

Class 10 - GGSM Matric Hr Sec School, Mayiladuthurai

Percentage : 78

In My secondary education years were marked by exploration and diverse interests. Notably, I delved into the world of sports as an dedicated basketball player, honing not only my athletic skills but also my teamwork and discipline. Additionally, I found a unique way to contribute to my school community by volunteering as a drummer, creating memorable rhythms and beats that echoed through the campus. These experiences, etched in my memory, added vibrant dimensions to my educational journey.

Experiences

Proglint Software Solutions

Aug 2022 - Feb 2023

Machine Learning Intern

During my 4th semester, I embarked on an enriching journey as an intern at Proglint, a dynamic startup that ignited my passion for data science and technology. This opportunity was a turning point in my academic journey, as it allowed me to bridge the gap between theory and practical application. Armed with knowledge about programming languages and data science concepts, I was eager to understand how these tools translated into real-world solutions. It was here that I delved into the realm of Python, SQL, Django, and OpenCV, honing my skills under the mentorship of industry experts. What made this experience truly exceptional was the unwavering belief and guidance of my Team Leader, Mr. Mukesh Sai Kumar. He recognized my potential and entrusted me with responsibilities that pushed me to excel. Mukesh was not just a leader but also my mentor, guiding me through the intricacies of AI and data science. During my internship, I had the privilege of working on diverse projects that encompassed the realms of computer vision and data analysis. I spearheaded the development of a real-time attendance system using OpenCV, a project that tested my problem-solving skills and sparked my fascination with computer vision. In addition, I delved into the world of sentiment analysis using Django, deciphering opinions and emotions from text data. My journey also included creating a time series forecasting model for sales, a project that showcased the practical application of machine learning. As my internship drew to a close, I not only acquired valuable technical skills but also gained insights into the culture of the tech industry and to handle pressure. I learned how to work efficiently, collaborate effectively with teams, and write code that solves real-world challenges. This transformative experience at Proglint was a testament to my dedication to data science and technology. It reaffirmed my commitment to delivering data-driven solutions and fostering innovation in the ever-evolving world of tech.

Company Website

Toastmasters International (District 120)

Apr 2023 - Present

Student Member [ID:PN-67579229]

In 2023, I embarked on a fulfilling journey as a member of Toastmasters International, a global community dedicated to honing communication and leadership skills. My decision to join this esteemed organization was driven by a profound desire to not only enhance my own abilities but also to empower others through effective communication. Toastmasters became my platform for personal growth and self-discovery. I recognized that effective communication is the bedrock of success in any field, and I was eager to refine this skill. However, my journey in Toastmasters offered much more than I could have imagined. My Toastmasters journey began with butterflies in my stomach and a racing heart. Speaking in front of an audience for the first time during a club meeting was a nerve-wracking experience. As I stood before the members, my words stumbled, and my voice quivered. It was a defining moment that forced me to confront my stage fright. Overcoming that initial fear was not easy, but with the unwavering support and encouragement of my fellow Toastmasters, I persevered. I embraced each speaking opportunity as a chance to grow and improve. Through consistent practice and constructive feedback, I gradually found my voice and gained confidence. Through regular participation in Toastmasters meetings and events, I had the privilege of developing my communication skills, mastering the art of public speaking, and sharpening my ability to convey ideas with clarity and impact. These invaluable skills have not only been instrumental in my academic and professional endeavors but have also boosted my self-confidence. What truly sets Toastmasters apart is its emphasis on leadership development. As a member, I actively engaged in leadership roles within the club, taking on responsibilities that required effective planning, organization, and collaboration. These experiences allowed me to evolve as a leader and a team player. One of the most rewarding aspects of my journey in Toastmasters was the opportunity to support and mentor fellow members. I found immense satisfaction in helping others unlock their potential, overcome their communication challenges, and achieve their goals. My volunteer experience with Toastmasters International was not just about improving my communication and leadership skills; it was a journey of self-improvement, personal growth, and the joy of giving back. It reinforced the belief that effective communication is not merely a tool for personal success but a means to empower and uplift those around us.

Skills

Technical Skills

Python 85%

My SQL 80%

MS EXCEL 80%

OpenCV 60%

Django 60%

Plotly 85%

GIT/GITHUB 90%

Soft Skills

Collaboration skills 90%

Time Management 90%

Interpersonal Skills 85%

Change Management 85%

Projects

I've embarked on a journey of innovation through various projects, showcasing my skills and dedication. Here, you'll find a glimpse of some of my impactful work,

Time Series Forecasting for Sales

In today's dynamic retail landscape, staying ahead of customer demand is paramount. In response to this challenge, I embarked on the journey of developing a cutting-edge "Time Series Forecasting" project. This project serves as a vital tool for retailers, with a specific focus on online retail applications like MilkBasket, Dunzo, and Zepto.
At its core, Time Series Forecasting harnesses the predictive capabilities of advanced models, including ARIMA (AutoRegressive Integrated Moving Average) and SARIMAX (Seasonal AutoRegressive Integrated Moving Average with Exogenous Regressors). These models go beyond traditional forecasting methods, incorporating seasonal and exogenous factors that impact sales patterns.
The project begins by collecting historical sales data, allowing it to identify recurring trends, seasonality, and external influences. By delving deep into this data, the system can make accurate forecasts for the near future. This, in turn, enables retailers to optimize their inventory management, ensuring that they have the right products in stock when customers need them the most.
A few examples of online retail giants that have embraced this innovative forecasting approach. By utilizing the insights generated by this project, these platforms can proactively adjust their inventory levels, minimize stockouts, and enhance customer satisfaction.
In summary, Time Series Forecasting is not merely a project but a transformative force in the realm of retail. It empowers online retail applications to anticipate customer demands, optimize inventory, and deliver a seamless shopping experience. Through this project, I've contributed to the efficiency and success of prominent players in the e-commerce landscape, cementing its status as a pivotal tool for the industry's future.

Cloud Backed Real-time Face Recognition System

This project stands as a testament to the fusion of cutting-edge technology and educational innovation. This system is designed to capture real-time attendance in a classroom and organizational environment, leveraging the power of computer vision through the OpenCV library.
At its heart, this project employs facial recognition technology to identify individual students and mark their attendance automatically. The system is meticulously engineered to ensure precision and efficiency in attendance tracking, making it a valuable tool for educational institutions.
One of the standout features of this project is the incorporation of Watchdog technology. This advanced security measure serves as a vigilant guardian, protecting against unauthorized access attempts and data tampering. Watchdog technology plays a pivotal role in ensuring the integrity of attendance records, bolstering the overall security of the system.
By combining the capabilities of facial recognition [LBPH] algorithm, OpenCV, Watchdog technologyand NSSM Services for automation processes. This project not only simplifies attendance management for educators but also provides a heightened level of security, which is crucial in today's digital age.
In educational settings, the Face Attendance System has already made a significant impact, streamlining administrative tasks and allowing educators to focus more on teaching. Moreover, the enhanced security features have been well-received, providing peace of mind that attendance records remain accurate and tamper-proof.
In summary, the Face Attendance System is a pioneering solution that revolutionizes attendance management in classrooms. Its integration of Watchdog technology underscores its commitment to security and reliability.

Sentimental Analysis using Django

In this project represents a distinct approach to sentiment analysis, setting it apart from traditional methods. While many sentiment analysis projects rely on training models with extensive datasets, this project takes a streamlined route by utilizing pre-trained models designed for popular sentiment categories such as positive, negative, and neutral.
At the core of this project lies a user-friendly web application built using the Django framework. The application provides a live text input prompt where users can input any text or context of their choice. What makes this project truly distinct is its ability to harness pre-trained models to instantly predict the sentiment of the entered text.
Users are presented with a real-time analysis of their text, categorized as either positive, negative, or neutral, along with a corresponding sentiment score. This live feedback mechanism empowers users to gauge the sentiment of their content quickly, making it a valuable tool for various applications.
The simplicity and efficiency of this project are its strengths. By sidestepping the need for extensive model training, it offers instant sentiment analysis capabilities, saving time and resources. Moreover, the use of Django as the framework ensures a user-friendly and accessible interface.
In today's digital age, where content creators, businesses, and individuals seek to understand public sentiment, this project provides a straightforward yet powerful solution. Whether it's evaluating customer reviews, monitoring social media buzz, or analyzing user-generated content, the Sentimental Analysis in Django project offers a versatile tool for sentiment assessment.
This project's uniqueness lies in its ability to deliver real-time sentiment analysis without the need for custom model training. It stands as a testament to efficiency and innovation in the realm of sentiment analysis, promising value for a wide range of users.

Simple Web Page for Sign In/Sign Up Using Django

This project marks a significant milestone in my journey as a budding developer. During my internship, I had the invaluable opportunity to contribute to this project, which served as my initiation into the world of web development.
At its core, this project focuses on creating a user-friendly and efficient web application for user authentication, a fundamental aspect of many online platforms. Leveraging the Django framework, I was tasked with designing and implementing a seamless sign-in and sign-up process.
The importance of user authentication cannot be overstated in today's digital landscape, where security and user privacy are paramount. This project aimed to address this need by providing a robust, yet straightforward, solution for user access control.
During my tenure as an intern, I played a pivotal role in various aspects of the project's development. This included designing the user interface, implementing the backend logic, and ensuring a smooth user experience. The project involved creating user forms, validating user inputs, and securely storing user credentials—all vital components of a successful authentication system.
One of the key takeaways from this experience was the exposure to real-world web development practices. I gained hands-on experience in working with Django, a popular Python web framework known for its versatility and security features. Additionally, I developed a deeper understanding of the importance of user-centric design and responsive web layouts.
In hindsight, this project represents not only my technical growth but also my commitment to delivering solutions that meet user needs. It instilled in me the importance of approaching development tasks methodically and collaboratively, as part of a larger team effort.

Ongoing Project

Ethical and Biases in Social Media Content

An ongoing project with a focus on ethics and innovation. Leveraging the powerful capabilities of Azure Databricks to analyze and mitigate biases in social media content, to identify the biased content for users has contributing to the creation of more inclusive and ethical platforms.

Publications

Research Work

...

Exploring Time Series Analysis Techniques for Sales Forecasting

My First-ever research paper, book titled as "Data Science and Network Engineering" is set to be published in the prestigious "Lecture Notes in Networks and Systems (Volume.791)" by Springer Journal,Singapore. This work originated from the International Conference on Data Science and Network Engineering (ICDSNE) conducted at National Institute of Technology, Agartala in 2023 proceedings. . In this paper, I've pioneered innovative methodologies in time series analysis to significantly enhance the accuracy of sales forecasting. It's an honor to be the first researcher in my department to have a paper accepted for international publication. Stay tuned for its forthcoming release on December 16th, 2023 and join me in exploring the future of sales forecasting.

Last updated 30 days ago

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Ongoing Research

SmartFace AttendX: An Advanced Automated Attendance System empowered by Cloud-Backed Face Recognition and AI-Driven

I am currently engaged in cutting-edge research aimed at developing an advanced automated attendance system known as "SmartFace AttendX". This research project is at the forefront of innovation, combining cloud-backed face recognition, AI-driven reporting, and an array of sophisticated technologies to revolutionize attendance management. While I can't divulge specific details at this stage due to confidentiality, I am excited about the potential impact of this research on both educational institutions and various organizations. The ongoing research explores the boundaries of facial recognition, cloud computing and automation, with a strong focus on precision, scalability and adaptability. I am committed to pushing the boundaries of technology to create a robust system that will redefine how attendance is managed an indispensable tool for efficiency and accountability in the digital age.

Last updated 2 days ago

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