
Friedrich Melchert
Verified Expert in Engineering
Machine Learning Developer
Magdeburg, Saxony-Anhalt, Germany
Toptal member since May 16, 2022
Friedrich is a passionate developer who has been refining his skills for over two decades in numerous academic and industry projects. He specializes in AI-driven app development and has a vast portfolio of experiences, from firmware development for microcontrollers to the implementation of large-scale cloud applications. Proficient in various software development patterns, Friedrich can quickly adapt to new technologies and deal with conflicts and emergencies while staying calm and focused.
Portfolio
Experience
- JavaScript - 20 years
- C++ - 15 years
- Machine Learning - 10 years
- Data Science - 9 years
- Cross-platform App Development - 8 years
- Laravel - 8 years
- Vue - 7 years
- Bluetooth - 4 years
Preferred Environment
Vue, JavaScript, Ionic, Bluetooth Low Energy (LE), Cross-platform App Development, Web App Development, GitHub, PocketBase, Git, PWA
The most amazing...
...thing I’ve developed is an online platform for a seed library that facilitates a sustainable NGO to provide seeds for rare varieties to a broad public.
Work Experience
CEO | Lead Developer
specTelligence GmbH
- Developed an innovative mobile sensing system that combines the smartphone display and front-facing camera to facilitate basic spectral measurements with regular smartphones.
- Implemented a large-scale machine learning cloud to automatically analyze and evaluate spectral information in a problem-specific domain.
- Designed an online platform for customers to manage acquired data and deploy custom applications based on spectral sensing technology.
Senior Full-stack Developer
Atlas Jet Limited
- Engineered specialized feature sets focused on long-term client retention, resulting in increased user engagement and platform stickiness.
- Optimized application performance and UX by executing comprehensive end-to-end testing, resolving critical bottlenecks, and streamlining complex user workflows.
- Architected a robust CI/CD pipeline that accelerated deployment cycles and ensured seamless, automated delivery of new features.
- Established full-stack observability by implementing comprehensive monitoring solutions, ensuring high system availability and proactive health tracking for both front end and back end.
- Modernized the technical stack through strategic dependency updates, improving security posture and leveraging the latest performance enhancements.
Senior Software Architect
peek.social
- Developed a full-scale social networking platform from the ground up, translating complex Figma wireframes into a high-performance, responsive user experience.
- Engineered a robust subscription-based monetization engine, enabling content creators to manage tiered memberships and secure recurring revenue streams.
- Integrated secure payment processing and content gating to facilitate seamless financial transactions while ensuring platform-wide compliance and data privacy.
- Streamlined the development lifecycle by architecting automated CI/CD pipelines, reducing time-to-market for new features and ensuring high deployment reliability.
Full-spectrum Developer
Kai Concepts, LLC
- Engineered a custom Bluetooth Low Energy (BLE) communication stack from the ground up, enabling reliable, low-latency data exchange between the mobile application and the watercraft hardware.
- Architected offline-first functionality, ensuring critical configuration and communication features remained operational in remote marine environments with zero connectivity.
- Developed high-fidelity telemetry visualization using Google Maps and Mapbox APIs to map real-time and historical track data for users.
- Programmed real-time embedded monitoring systems to track mission-critical parameters, including thermal management, battery health (BMS), and motor performance.
- Optimized embedded firmware through rigorous code reviews and refactoring, significantly reducing the binary footprint to reclaim memory for advanced navigation and safety features.
- Bridged the hardware-software gap by collaborating with electrical engineers to troubleshoot signal integrity and ensure seamless system integration across the full hardware abstraction layer.
Research Manager
Fraunhofer IFF
- Engineered an autonomous measurement robot integrated with multi-spectral sensors to quantify and analyze botanical health indicators in a controlled research environment.
- Architected a modular, plugin-based software framework that enabled the dynamic hot-swapping of sensing hardware, UI components, and ML analysis modules.
- Optimized high-throughput data pipelines for real-time processing of high-resolution spectral data, utilizing pruned and quantized machine learning models for low-latency inference.
- Bridged the gap between engineering and research by publishing peer-reviewed papers on supervised and unsupervised functional data analysis techniques.
- Developed scalable data analysis tools capable of handling "Functional Data," allowing researchers to extract meaningful biological insights from continuous sensor streams.
Junior Researcher
University of Groningen
- Engineered high-performance algorithms that leverage the functional characteristics of input data to optimize machine learning training cycles and improve predictive accuracy.
- Modernized and optimized a specialized MATLAB machine learning toolbox, focusing on the enhancement of prototype-based classification systems (e.g., LVQ, GMLVQ).
- Optimized computational workflows within the MATLAB environment, significantly reducing the algorithmic complexity and execution time for large-scale data analysis.
- Advanced the field of data science by publishing and presenting original research at prestigious national and international conferences, contributing to the academic discourse on functional data.
- Facilitated academic growth by supervising Bachelor’s candidates, providing technical mentorship in MATLAB development, sensor integration, and experimental design.
Experience
Bluetooth BLE Integration for Mobile App
I architected and implemented a custom BLE stack from the ground up, designed to interface seamlessly with multiple onboard subsystems. This implementation eliminated the dependency on cellular service, providing users with high-reliability control in remote marine environments. Throughout the project lifecycle, I led the end-to-end integration across both the mobile and embedded firmware layers, ensuring the stack remained performant as system requirements evolved.
Beyond the core communication layer, I enhanced the platform's data capabilities by integrating advanced geospatial visualizations via Google Maps and Mapbox, enabling users to analyze complex track telemetry in real time.
Embedded System for Electric Hydrofoiling Watercraft
http://www.jetfoiler.comA primary technical challenge involved managing strict hardware limitations. Through rigorous static code analysis and algorithmic optimization, I successfully reduced the compiled binary footprint, reclaiming vital memory for expanded navigation logic and redundant safety protocols.
Working at the intersection of software and hardware, I collaborated with electrical engineers to ensure high signal integrity and system reliability. My contributions directly enhanced the craft’s responsiveness and operational safety, resulting in a more intuitive and high-performing user experience.
Free Your Seed | Seed Library Management
https://www.freeyourseed.com/Beyond the core logistics of seed requests and returns, I implemented generative AI features to enhance the user experience. This included an LLM-powered content assistant for automated text generation and an intelligent chatbot providing expert horticultural advice. These tools transformed the platform from a simple inventory system into an interactive educational resource for home gardeners.
Schule AI – a Platform for Teachers and Students
http://schule-ai.com/A core component of the platform is its curated AI curriculum, for which I developed interactive modules covering AI fundamentals and the ethics of machine learning. By balancing a user-centric interface with sophisticated AI integrations, I created a scalable environment that empowers both teachers and learners to engage with emerging technologies responsibly.
Novel Spectral Measurement App and Platform
https://www.spectelligence.com/A central achievement was the development of a specialized recorder application that utilizes a patented measurement procedure. By precisely controlling the smartphone display and front-facing camera, the app transforms standard mobile hardware into a high-fidelity scientific instrument. I architected a custom cloud synchronization layer optimized for the rapid upload of these large-scale datasets and implemented efficient image analysis algorithms to provide real-time feedback across the platform.
Dementia Web App
My focus was on inclusive UX design, engineering a simplified interface tailored specifically to the motor and visual needs of senior users. Beyond the frontend, I directed the implementation of a longitudinal data-tracking engine that captures user interaction metrics and performance trends over time. This enables healthcare providers to identify subtle behavioral shifts, facilitating early intervention through data-backed insights.
Linear Unit Controller for Imaging System
I designed and implemented a specialized communication protocol on ESP32 hardware, enabling seamless integration into the existing laboratory control infrastructure via a low-latency interface. Beyond the initial prototype, I managed the small-scale production of the units, ensuring that each controller met the rigorous reliability standards necessary for long-term, automated biological research applications.
Software Framework for Image Acquisition and Processing
The framework was built with a strict modular architecture, allowing for the rapid integration of new camera hardware and specialized sensing equipment. I designed a standardized driver abstraction layer that significantly reduced the engineering overhead required for hardware interfacing. This focus on modularity ensured that all software components remained highly reusable and adaptable across various industrial and scientific research applications.
Hardware Adapter for Modern Air Mass Sensors
The core of the system is a signal-translation layer that dynamically adjusts electrical characteristics in real-time to emulate the original sensor’s output, ensuring perfect compatibility with the vehicle’s original ECU (Engine Control Unit). I managed the entire product lifecycle, from technical specification and PCB design to firmware development and small-scale production, all while adhering to the rigorous reliability standards required for automotive-grade hardware.
Photo Sharing Platform
The system features dynamic photo galleries with real-time engagement tracking to highlight the most popular moments of each excursion. To provide a full-circle user experience, I integrated a third-party affiliate API, allowing participants to seamlessly transition from digital viewing to ordering professionally printed photo books. I managed the entire lifecycle—from design to deployment—ensuring that the platform remained user-friendly for a diverse range of travelers while maintaining strict privacy controls over shared content.
Event and Shift Planning Web App
A primary technical achievement was the implementation of an automated substitution engine. This feature utilized custom logic to identify and notify qualified replacements when staff members became unavailable at short notice, drastically reducing the manual overhead of emergency rescheduling. My work modernized the venue's internal operations, leading to a significant increase in scheduling accuracy and overall administrative efficiency.
GERAangel
I developed the end-to-end event management infrastructure, including a streamlined ticketing system and a collaborative planning interface. By prioritizing a clean, intuitive UI/UX, I ensured a seamless transition for users moving from event discovery to participation, creating a robust tool for fostering local community engagement.
Private Jet Charter App
https://www.atlasjetcharter.com/I architected and implemented several critical business modules, including a comprehensive customer loyalty program and a suite of organizational tools for flight coordinators, such as synchronized calendars and task-management systems. Additionally, I overhauled the client-facing booking engine, streamlining the UX to allow users to self-initiate complex charter requests, which significantly reduced manual administrative overhead.
Multimodal AI Chatbot as Business Assistance
http://clarky.aiEducation
Partially Completed PhD in Computer Science
University of Groningen - Groningen, Netherlands
Master's Degree in Medical Systems Engineering
Otto von Guericke University Magdeburg - Magdeburg, Germany
Master's Degree in Electrical Engineering
Otto von Guericke University Magdeburg - Magdeburg, Germany
Skills
Libraries/APIs
Vue, Vuex, REST APIs, Node.js, Scikit-learn, React, PyTorch, Chart.js, Vue 3, Camera API, FPDF, OpenAI API
Tools
MATLAB, MATLAB Statistics & Machine Learning Toolbox, NPM, Git, GitHub, GitLab, PCB Layout, Docker Swarm, Node-RED, Figma, LaTeX
Languages
JavaScript, C++, PHP, Java, HTML5, CSS, Python, TypeScript, C, Embedded C, Embedded C++, HTML, Assembly
Frameworks
Laravel, Vuetify, Lumen, Ionic, PHP MVC, Bootstrap, Flask, Qt 5, React Native, Qt, Next.js
Paradigms
Mobile Development, Hosting, Rapid Prototyping, Parallel Computing
Platforms
Android, Windows, Arduino, Linux, Bluetooth Low Energy (LE), Google Cloud Platform (GCP), Firebase, iOS, BeagleBone Black, Vercel
Storage
Database Architecture, MySQL, PostgreSQL, Google Cloud
Other
Machine Learning, Data Science, Data Research, Mobile App Development, Web App Development, PWA, HTTP REST, Cross-platform App Development, Full-stack, ESP32, Full-stack Development, Artificial Intelligence (AI), Embedded Development, Image Analysis, Bluetooth, CI/CD Pipelines, Medical Devices, Supabase, Electronics, PCB Design, Electronics Engineering, Sensors & Actuators, OpenAI, Large Language Models (LLMs), Open-source LLMs, Pinia, Educational Portals, Cloud, Scalable Architecture, APIs, Tablet UX, App UI, Data Analysis, Progressive Web Applications (PWAs), Hardware Drivers, Process Control, Plugins, Windows Desktop Software, Software Development, Lean Project Management, PocketBase, Cloud Storage, Web Hosting, Serial Communication, GitHub Actions, GitHub Runners, GitHub Workflows, Firebase Cloud Functions, ARM Embedded, Electrical Engineering, Electrical Design, Optimization, Embedded Systems, Fleet Management, Printed Circuit Board (PCB), Embedded Hardware, Neural Networks, Electronic Sensors, Sensor Data, Web Scraping, Server-side PDF Generation, Supabase Auth, YOTI, Age Verification, Payment APIs, High-risk Credit Card Processing, Scientific Computing, Robotics, Optical Sensors, Supervised Machine Learning, Unsupervised Machine Learning, Mentorship, API Integration, Chatbots, AI Chatbots, Customer Service Chatbots
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