Muhammed K. Ensari

Project is the goal, technologies are the mean

Muhammed K. Ensari

About Me/Bio

Experiences

  • As a Freelancer, I have developed full-stack web applications and worked on Machine Learning & Computer Vision projects, including leveraging LLMs and foundation models for data generation.
  • While working at LB Bilişim, I developed CRM, E-commerce, panel and management systems.
  • We managed the Vehicle Configurator project, which I presented to the company and which was my idea, with the
  • team and we received great appreciation at the German software seminar.
  • This system, where users can select vehicles and see wheel prototypes, was a first in the wheel industry in Turkey.
  • While working as Freelancer, I developed full-stack web apps, management systems, bots, automation systems.

Selected Projects


SAM2-Assisted Rim Segmentation(ML, CV, Foundation Models)

  • SAM2 (an approach demonstrating how foundation models— pioneering in defense and medical fields—can enable high-accuracy custom models with minimal data) + classical computer vision methods for semi-automatic data generation and custom model training. Achieved 98.7% accuracy.(Project Page)

UrbanSound8K Sound C lassification(ML, Finetune)

  • comparative segment-based analysis of small urban sounds (e.g., car horn, construction, speech) using YAMNet, ESResNeXt, and Audio C LIP; best accuracy 84.1% (ESResNeXt)(Project Page)

Industrial Wheel Inspection and Feature Recognition(CV)

  • I built a computer vision system for a manufacturing facility that inspects wheels as they move on the production line. The system automatically detects and classifies the number of bolt holes (lug count) and other rim characteristics in real time, ensuring quality control without manual intervention.

EmlakRadar – AI-Powered Real Estate Aggregator & Matching System (LLM Models, FullStack)

  • I built a computer vision system for a manufacturing facility that inspects wheels as they move on the production line. The system automatically detects and classifies the number of bolt holes (lug count) and other rim characteristics in real time, ensuring quality control without manual intervention.

THH-AI – Consumer Arbitration Committee Artificial Intelligence Assistant(LLM,UI)

  • An AI assistant fully aligned with the legislation of the Republic of Türkiye, THH-AI provides impartial, law-focused guidance to both consumers and Consumer Arbitration Committee members by transforming user-described complaints into legislation-compliant applications, analyzing submissions to generate unbiased preliminary reports, asking targeted questions to fill missing information, and offering clear references to relevant legal provisions—all in one streamlined system.

LB Configurator (FullStack, Scrapping)

  • I developed an interactive 3D vehicle configurator where users can select a car and virtually try our wheels in 360°. The system aggregates vehicle parts obtained through web scraping into a unified structure, then a staging environment was built with Next.js to manage these assets. Within this stage, the scraped wheels are dynamically mapped to the relevant fields of the selected vehicles, providing a seamless visualization and customization experience.(Project Page)

esantiyem.com – Next Generation Construction Platform(Fullstack)

  • A modern platform that connects service providers and users in construction projects, making planning and progress tracking easier. Design and development are entirely my own work.(Project Page)

housing4u.ca – Canadian real estate listing platform(FullStack)

  • Housing4U.ca is a real estate listing platform I developed for users in Canada search, filter, and manage property listings more efficiently.

E-Commerce Platform (Next.js 13, TypeScript)

  • e-commerce platform using Next.js 13 and TypeScript, featuring responsive design, authentication, product/catalog management, shopping cart and an admin dashboard with real-time analytics.

MediCRM – Medical Tourism Customer Management System (FullStack,TailwindCSS + Chart.js)

  • Built a full-stack CRM for medical tourism agencies with role-based authentication, real-time patient tracking, automated follow-ups, reporting, dashboards, and Excel export using the MERN stack.

villakonut.com – Turkish real estate platform(FullStack)

  • villakonut.com is a real estate platform I developed for users in Turkish search, filter, and manage property listings more efficiently.

englishcenter.ca –  language-focused platform(FullStack)

  • A web platform designed and developed , focused on supporting individuals who plan to move to Canada. The system provides language-focused resources, essential information.

b2bminiui.vercel.app –  B2B-mini UI platform

  • B2B management dashboard designed for jewellery wholesalers. Stay on top of orders, catalogue updates and client interactions in one intuitive interface. Simplify operations, speed up decision-making and grow your wholesale business with ease.