Hi, I'm Mohan Giri
ML Engineer and Full Stack Developer specializing in AI/ML solutions and modern web applications. Starting Masters in Computer Science (AI, ML & Algorithms) at University of Helsinki. Based in Finland, I combine practical experience with advanced academic knowledge to build intelligent systems and scalable solutions.
Latest Highlights
Discover my most recent project and blog post showcasing the latest in technology and innovation.
Technical Expertise
As an ML Engineer and Full Stack Developer, I've developed expertise in various technologies and methodologies.
Machine Learning & AI Skills
Featured Projects
A collection of innovative projects spanning machine learning, computer vision, NLP, and web development. Each project demonstrates practical applications of cutting-edge technologies.
Bachelor's Thesis Project
Smart Parking Assistant
Developed an intelligent parking management system combining YOLOv5l-based computer vision (97.9% detection precision) with Rasa chatbot interface (92% intent recognition). Implemented transfer learning with synthetic data augmentation on PKLot dataset, integrated Flask REST API for video processing, and created Streamlit web interface for real-time monitoring.
HAMK Internship Project
Real-time Object Detection System
Implemented YOLO (You Only Look Once) for real-time object detection during internship at HAMK University. Built using YOLOv5, OpenCV for video processing, and Django for web interface. Achieved 95% accuracy with 30+ FPS processing speed. Integrated custom dataset training and model optimization for production deployment.
NLP Research Project
Academic Thesis Extraction & Summarization
Developed an automated system to extract thesis information from theseus.fi and summarize academic concepts. Utilized Hugging Face transformers, T5 model for summarization, and BERT for text classification. Built React Native mobile app with Flask API backend. Processed 10,000+ thesis abstracts with high-quality automated summaries.
Computer Vision Project
Tree Species Identification System
Developed and implemented a computer vision system for automated tree species identification using YOLOv5 deep learning model. Achieved 96.9% precision in identifying five Nordic tree species (Birch, Maple, Pine, Rowan, Spruce). Created an interactive web interface for real-time tree detection and classification.
NLP System
Real-Time Speech Sentiment Analysis
Developed a real-time speech sentiment analysis system integrating Wav2Vec2 and RoBERTa deep learning models. Implemented audio processing, speech-to-text conversion, and sentiment classification pipeline with visualization capabilities using PyTorch, Transformers, and librosa.
Full-Stack Web Application
Gym Management System
Designed and developed comprehensive gym management system with membership management, class scheduling, and payment processing. Built with modern web technologies including responsive design and real-time updates.
Quality Assurance Project
E-commerce Testing Framework
Implemented comprehensive automated testing framework for Verkkokauppa.com e-commerce platform using Robot Framework and Selenium. Developed test cases for critical user flows including product search, cart functionality, and checkout process with 95% test coverage.
Work Experience
My professional journey showcases a blend of technical expertise and practical application in machine learning, data science, and leadership roles.
Machine Learning Engineer Intern
HAMK Smart
Led the development of a comprehensive system for detecting and classifying blisters in color-coated metal surfaces. Implemented dual-approach solution using traditional machine vision (OpenCV) and deep learning (YOLOv5). Developed Django web application for real-time blister detection and comparison with standard images.
Summer Project Developer
Cinia Oy
Collaborated with Finnish tech company to develop call volume prediction system. Integrated external factors using Finnish weather API and calendar events data. Implemented comprehensive data pipeline with ARIMA and SARIMA-X models. Created interactive visualization dashboard for trend analysis.
Service Manager
SiljaLine
Led team operations for cabin preparation, ensuring high service standards and enhanced guest experiences. Managed service quality and supervised staff operations.
Education & Certifications
My academic foundation and professional certifications that have shaped my expertise in machine learning, data science, and software development.
Education
University of Helsinki
Computer Science (AI, ML & Algorithms)
Advanced studies in Artificial Intelligence, Machine Learning, and Algorithms. Focusing on cutting-edge research in deep learning, computer vision, natural language processing, and algorithmic optimization.
Visit Institution WebsiteHAMK University of Applied Sciences
Computer Applications
Specialized in Machine Learning and Artificial Intelligence applications, with a focus on computer vision and natural language processing technologies. Developed expertise in full stack development using modern tools and frameworks.
Visit Institution WebsiteCertifications
Data Analyst in PowerBI
DataCamp
Advanced Data Analyst Course in PowerBI, covering data modeling, DAX queries, and interactive dashboard creation.
AWS Academy Cloud Foundation
Amazon
Comprehensive overview of AWS Cloud architecture, core services, security, pricing, and support options.
Continuously expanding my knowledge through professional development and online courses.
From The Blog
Insights and reflections on machine learning, computer vision, NLP, and modern web development. Explore my thoughts on industry best practices and emerging technologies.
Get In Touch
Feel free to reach out to me for any inquiries or collaboration opportunities.
Location
Helsinki, Finland
Available for remote work and local meetups.