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Frontend Engineer
Turning ML
Into Interfaces

I build EV charging platforms at Eneco and train ML models on the side. Six years of React and TypeScript, now adding PyTorch and HuggingFace to the toolkit.

Frontend engineer growing into ML

I started out building UIs with React and Vue, but kept gravitating toward the data side of things — charts, maps, real-time dashboards. At CareRate I got to build sentiment analysis tools and audio processing pipelines, which is when something clicked. I built AI Subtitles (real-time transcription + translation), started learning PyTorch, and now I'm actively moving into ML engineering. The frontend background isn't going away though — it just means I can build the whole thing, from model to interface.

Location

Rotterdam, NL

Experience

6+ Years

Role

Frontend Dev

Email

ugurertas9@gmail.com

Tools I build with

Six years of frontend, now expanding into ML and AI tooling. Currently focused on PyTorch, NLP pipelines & fine-tuning LLMs.

Frontend

React

React Native

Next.js

TypeScript

Vue.js

Vuex

Backend & Cloud

Node.js

Python

FastAPI

GraphQL

Docker

Supabase

AI & Machine Learning

PyTorch

TensorFlow

OpenAI

HuggingFace

Scikit-learn

Google Cloud

Design & Tools

Tailwind CSS

Sass

FFmpeg

Git

Figma

Craft CMS

Projects

Open source work in AI, full-stack development, and frontend tooling.

Featured Project
Speaker ID
RAG Chat
Local AI
Auto Subtitles

AI Subtitles

Full-Stack AI-Powered Video Platform

A sophisticated full-stack application for automatic video transcription, subtitle generation, and intelligent content analysis. Features local AI processing (no expensive API calls), speaker identification, multi-language support, semantic search, visual search, audio analysis, and RAG-powered chat about your video content.

Tech Stack

React 19
Python
FastAPI
PyTorch
OpenAI
HuggingFace
Supabase
FFmpeg
Google Cloud
TypeScript
Docker
Tailwind
Python & TypeScript
Updated recently

More repositories

Experience

August 2024 - Present

Frontend Developer

Eneco eMobility Nederland
Rotterdam, Netherlands

Building the EV charging platform — customer-facing dashboards, internal tooling, and the frontend for charge point management. Lots of real-time data, maps, and making complex energy flows feel simple.

ReactTypeScriptNext.jsMicrosoft Azure
October 2023 - August 2024

Software Engineer

Delft Circuits
Delft, Netherlands

Built a tech portal for tracking quantum cable production — Next.js frontend with Python backend for data management and analysis. This is where I got serious about Python and working with production data pipelines.

Next.jsTypeScriptReactPythonData Visualization
August 2022 - September 2023

Front-end Developer

CareRate - powered by Rate.nl
Rotterdam, Netherlands

Built a sentiment analysis dashboard for MS Teams — visualizing meeting tone, analyzing audio, and processing call recordings. Wrote a Node.js bot to auto-record meetings. This project sparked my whole interest in ML.

ReactTypeScriptNode.jsAdobe XDMS Teams API
July 2021 - August 2022

Front-end Developer

Beeldr
Leiden, Netherlands

Built a Vue app for PVH (Calvin Klein, Tommy Hilfiger) to browse content by season and brand. Also shipped gamification features — spinning wheels, leaderboards, badges — and client sites with Craft CMS.

Vue.jsVuexGraphQLAxiosCraft CMSTailwind
October 2020 - October 2021

Front-end / App Developer

EU-Bewindvoering B.V.
Rotterdam, Netherlands

Built a cross-platform app for debt management and client data handling using Vue Native, Expo, and React Native. Designed the UX in Adobe XD and shipped on both iOS and Android.

React NativeVue NativeExpoAdobe XDSCRUM

Let's work together

Interested in frontend with ML integration, data visualization, or AI-powered tools? Reach out — I'd love to chat.

Rotterdam, Netherlands