Manish Kumar Roy — Data Engineer
I am a passionate and results-driven Data Science and Machine Learning professional with a strong academic foundation in Aerospace Engineering from the Indian Institute of Technology (IIT) Kharagpur. My expertise spans Machine Learning, Deep Learning, Data Analytics, and Artificial Intelligence, with hands-on experience in developing and deploying advanced models to solve complex, real-world problems. I thrive on leveraging data-driven insights to create innovative solutions that deliver measurable impact. With proficiency in Python, Pandas, TensorFlow, and PyTorch, I have successfully implemented cutting-edge technologies such as Large Language Models (LLMs), Transformer-based architectures (BERT), and Deep Neural Networks (LSTM, ResNet, VGG). My work spans diverse domains, including Natural Language Processing (NLP), Computer Vision, and Predictive Analytics. For instance, I developed a personalized news recommendation system using Twitter activity analysis, which improved user engagement by 20% and increased click-through rates by 15%. I am deeply involved in research and innovation, having worked on projects like real-time electro-thermo-mechanical performance analysis of laser-welded joints, where I achieved an R² score of 0.98 using Random Forest. Additionally, I developed a heart sound classification model using Bidirectional LSTM, achieving an F1 score of 78%. My ability to apply advanced techniques like Polynomial Regression, Decision Trees, Random Forests, and XGBoost has enabled me to optimize models and deliver high-accuracy results. Beyond technical skills, I am a collaborative team player with experience as a Teaching Assistant and Student Mentor. I have guided students in aircraft design, optimization, and academic decision-making, fostering a positive and productive learning environment. My strong communication skills and ability to mentor others have been instrumental in driving success in both academic and professional settings. Currently pursuing a dual degree in Aerospace Engineering at IIT Kharagpur, I am eager to contribute to cutting-edge AI research and development. My goal is to leverage my skills in Data Science, Machine Learning, and AI to drive innovation and make a meaningful impact in the tech industry. Let’s connect! I’m always open to discussing new opportunities, collaborations, or innovative projects in AI, Machine Learning, and Data Science. Feel free to reach out—I’d love to hear from you!
Stackforce AI infers this person is a Data Science and Machine Learning professional with expertise in AI applications across various industries.
Location: Kolkata, West Bengal, India
Experience: 2 yrs 9 mos
Skills
- Artificial Intelligence (ai)
- Computer Vision
- Deep Learning
- Sound Data Analysis
- Predictive Analytics
- Natural Language Processing (nlp)
- Data Analysis
- Mentoring
- Leadership
- Image Processing
- Data Visualization
- Software Development
Career Highlights
- Achieved 99.5% precision in nut detection system.
- Developed heart sound classification model with 92% F1 score.
- Created personalized news recommendation system improving engagement by 20%.
Work Experience
Daitrix
Data Scientist (9 mos)
Renata AI
AI and Application Software Engineer (2 mos)
Indian Institute of Technology, Kharagpur
Teaching Assistant (3 mos)
Master Thesis Project | Guide:Prof Amardeep Ghosh (9 mos)
TipTop Technologies
Data Science Intern (3 mos)
WMG, University of Warwick
Research Intern (3 mos)
upSkill Campus
Data Science and Machine Learning Intern (1 mo)
Accenture
Data Analyst (1 mo)
Student Welfare Group, IIT Kharagpur
Student Mentor (1 yr)
Indian Institute of Technology, Kharagpur
Computer Vision Intern | Guide: Prof. Vikranth Racherla (2 mos)
Education
M.tech at Indian Institute of Technology, Kharagpur
Aerospace engineering at Indian Institute of Technology, Kharagpur
at Resonance Eduventures Limited
Higher secondary at Sudhir Memorial Institute
secondary at Sun Shine School, Rosera