Nipuni De Silva
Balga, Perth
Summary
A recent graduate in Statistics and Operations Research with a concentration in Computer Science from the University of Peradeniya, equipped with a strong foundation in data analysis, statistical modeling, machine learning, and optimization techniques. Experienced in working with real-world data through academic and internship projects, with a keen interest in building scalable and efficient data systems. Currently seeking a data engineering role where I can apply my analytical mindset and technical skills to develop robust data pipelines, support data-driven decision-making, and grow within a dynamic and innovative environment.
Overview
6
6
years of professional experience
1
1
Certification
Work History
Artificial Intelligence Intern(Remote)
INVORG/MuniLogic
11.2024 - 06.2025
Projects: AI enables MuniBot, Proof of Concept (PoC) on document extraction(Medical Bot)
- Technologies & Tools: OpenAI LLM, Langchain, Pinecone, Flask, SQL, Semantic Kernel, MongoDB
- Responsibilities:
- Prompt design, model testing, and result validation using LLMs.
- Data collection, cleaning, and preprocessing for training and evaluation.
- AI-based entity extraction from scanned documents and text data.
- Integration of language models for document understanding and question answering.
- Model testing, error analysis, and iterative refinement of AI outputs.
- Participate in team meetings and assist in discussions of requirements for AI use cases.
- Document AI workflows, prompt logic, and data extraction pipelines.
- Research and apply suitable AI techniques for project-specific solutions.
- Develop business reports using Crystal Reports for the Municipality Management System (MuniLogic – USA).
- Write and optimize SQL queries to support data retrieval and reporting needs.
Bank Teller
People's Bank, Ambalangoda
01.2019 - 01.2020
- Responsibilities:
- Process customer deposits, withdrawals, and account transfers accurately and efficiently.
- Handle cash balancing, reconciliations, and daily end-of-day reporting.
- Assist customers with account inquiries, product information, and banking services.
- Ensure compliance with bank policies, security procedures, and regulatory requirements.
Education
Bachelor of Science - Statistics And Operations Research
University of Peradeniya
Kandy, Sri Lanka01-2025
Skills
- Thrives in High-Pressure Environments
- Exceptional Decision-Making Abilities
- Highly Self-Motivated with Effective Self-Management
- Proficient in Team Leadership and Management
- Excellent Time Management Skills
- Sharp Analytical Acumen Robust Problem-Solving Capabilities
- Advanced Critical Thinking Skills
- Interpersonal and Communication skills
- Attention to detail
- Leadership skills,
Programming Languages
- Python
- R
- Power BI
- Excel
- Octave
- SQL
- JAVA
- C
Relevant Coursework
- Database Systems and SQL
- Data Structures and Algorithms
- Statistical Data Mining and Simulation
- Time Series and Multivariate Analysis
- Optimization Techniques (Linear, Integer, Non-linear Programming)
- Probability, Real Analysis, and Actuarial Statistics
Certification
- Certificate of diploma in emotional intelligence, Alison
- Certificate of Introduction to Time Management, Alison
- Certificate of Problem-Solving and Critical Thinking, Alison
- Certificate of Diploma in Business Communication Skills, Alison
Languages
English
Full Professional
Projects
- Customer Purchase Behaviour Prediction Using Logistic Regression Model | GitHub
- involved analyzing customer data to identify key factors influencing purchasing decisions and creating an accurate prediction model, achieving 85% accuracy.
- Skills: Logistic regression, Data analysis, Statistical Modeling, Python, Data preprocessing, Feature Selection.
- Development of Simulated Annealing Algorithm | GitHub
- Developed and implemented a simulated annealing algorithm to optimize mathematical function parameters. Tested the algorithm on various unimodal and multimodal benchmark functions to evaluate its performance and effectiveness.
- Skills: Python, Optimization
- Fabric Shrinkage Inspection Using Image Processing Techniques | GitHub
- During a field visit to Brandix Fast Fashion, our team was tasked with optimizing the fabric shrinkage process using advanced image processing techniques to enhance accuracy and efficiency
- Skills: Python, Image Processing, R
- Multivariate Data Analysis Project | GitHub
- Air Quality Prediction Using Factor Analysis Techniques
- Diabetes Prediction Using Canonical Correlation Analysis
- Skills: Technology used - Data Preprocessing | Data Visualization |Principal Components Analysis | MANOVA Tests | Cluster Analysis | Factor Analysis | Canonical Correlation Analysis | R Packages (tidyverse, CCA, CCP)
- Descriptive Data Analysis for Air Quality Trends Across London City | GitHub
- Analyzed and discovered the trends in air quality across London city based on data collected at 36 air monitoring sites located in London from 01/01/2022 to 31/12/2022
- Skills: R Packages tidyverse, LATEX, Statistical Data Analysis
Timeline
Artificial Intelligence Intern(Remote)
INVORG/MuniLogic
11.2024 - 06.2025
Bank Teller
People's Bank, Ambalangoda
01.2019 - 01.2020
Bachelor of Science - Statistics And Operations Research
University of Peradeniya
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