About me
I am an M.E. in CSE (AI & ML) postgraduate student at Chandigarh University with a strong foundation in Computer Science and Engineering with a consistent academic record, including 94.25% in my B.Sc. degree. My academic journey reflects a deep interest in Artificial Intelligence, Machine Learning and Data Science.
Before transitioning fully into Artificial Intelligence, I built extensive MNC IT experience with globally recognized organizations, including SIEMENS, ATOS, NextLink, Transparency International Bangladesh (TIB), Social Marketing Company (SMC) and Monno Group of Industries (MGI). This international exposure sharpened my analytical mindset, strengthened my systems-level understanding and developed a structured, solution-oriented approach to complex technical challenges.
I am committed to building impactful, research-driven AI solutions while progressing toward advanced research and long-term doctoral pursuits.
My current focus areas include:
- Machine Learning model development and optimization
- Data preprocessing, feature engineering and experimental evaluation
- Generative AI and Large Language Models (LLMs)
- Prompt Engineering for Large Language Models (LLMs)
- Reinforcement Learning (RL)
- MLOps and scalable AI deployment
- Intelligent systems and applied AI research
Core AI & Data Science Skills
Programming
Python (NumPy, Pandas, Matplotlib, Scikit-learn – working knowledge).
AI Concepts
Classification, Regression, Clustering, Model Optimization.
Machine Learning
Supervised & Unsupervised Learning, Model Training & Evaluation.
Tools & Platforms
Jupyter Notebook, Google Colab, Git (basic), Linux (fundamentals).
Data Science
Data Cleaning, Data Pipeline Design, Feature Engineering, EDA, Statistical Analysis.
Research Skills
Literature Review, Experimental Analysis, Result Interpretation.
FEATURED PROJECTS
Machine Learning Classification Model
Developed and evaluated supervised learning models for classification tasks using Scikit-learn. Performed preprocessing, feature selection and performance comparison across multiple algorithms.
Tech Stack: Python, Pandas, TensorFlow, Scikit-learn, Matplotlib, CNN
Regression-Based Predictive Model
Built regression models with key types including Linear (Simple/Multiple), Polynomial, Ridge, Lasso, ElasticNet, Decision Tree, Random Forest and Support Vector Regression (SVR) to analyze and predict structured datasets. Applied statistical techniques and error evaluation metrics for performance optimization.
Tech Stack: Python, NumPy, Scikit-learn
AI & ML Internship Project
Worked on practical ML use cases under mentorship during internship. Implemented end-to-end workflow from data preparation to model evaluation and interpretation.
Focus Areas: Applied AI concepts, experimentation, build ML models, model and result analysis
Core Competencies
Professional Experience
2024-2025
NextLink Solution AG
IT Consultant
Deliver enterprise IT consulting and technical support across modern SaaS platforms and IT service environments. Support system administration, user lifecycle management and technical documentation while contributing to operational efficiency, security compliance and structured IT service delivery.
2019-2023
ATOS
Assistant Manager - IT
Led enterprise IT support operations for a global corporate environment, managing Active Directory, Office 365, Exchange administration and identity management systems. Supported critical infrastructure including file servers, print servers, PKI and access control systems while ensuring service reliability through structured IT governance, backup management and documentation practices.
2017-2019
SIEMENS
Network Engineer
Maintained and supported enterprise network and infrastructure systems, ensuring reliable operation of servers, network devices and end-user services. Delivered technical troubleshooting, system monitoring and infrastructure support across multiple enterprise platforms and internal services.
2016-2017
Monno Group
Assistant Manager - IT
Oversaw IT infrastructure management, including server deployment, policy implementation and operational support across the organization. Contributed to improving IT governance, system stability and technology adoption through structured administration and technical oversight.
2014-2016
Social Marketing Company (SMC)
IT Officer
Managed day-to-day IT operations across headquarters and regional offices, providing infrastructure support, network maintenance and end-user services. Maintained IT assets, security systems and operational data systems to ensure uninterrupted business operations.
2013-2014
Transparency International Bangladesh (TIB)
IT Assistant
Provided foundational IT support including workstation management, hardware/software troubleshooting and network device maintenance. Assisted in maintaining IT infrastructure, equipment inventory and technical support services for organizational operations and events.
Academic Background & Professional Development
- Modern Valley, Khanpur Kharar, Mohali, Punjub-140301, India.
- +91 84275 14544
- sumon.cu25@gmail.com
Send me a message
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