Ertugrul

Research-oriented computer engineering student working on ML systems and agentic AI. Interested in scalability, monitoring, and human supervision in real-world AI systems.

Germany (Aachen / Sankt Augustin) Joined on Mar 10, 2024 https://ertugrulmutlu.github.io

Education

B.Sc. Computer Engineering, RWTH Aachen University

Pronouns

he/him

Work

Werkstudent Researcher at Fraunhofer IAIS (Applied ML & Agentic AI Systems)

Pinned

Ertugrul

Jan 4

Deterministic Decision Making in Non-Deterministic Environments: Why all my projects fight the same problem

#machinelearning #systemdesign #edgeai #engineeringphilosophy

3 min read

Ertugrul

Jan 3

PromptLedger: Local-first prompt version control

#promptengineering #developertools #python #opensource

4 min read

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Ertugrul

Dec 19 '25

I Intentionally Built a Bad Decision System (So You Don’t Have To)

#systemdesign #architecture #ai #machinelearning

5 min read

Ertugrul

Dec 18 '25

How Do You Actually Optimize Agents? It Depends on the Task

#agents #machinelearning #ai #systems

3 min read

Ertugrul

Nov 19 '25

My First Public ML Talk: Human-in-the-Loop Agent-in-the-Loop (Dec 16, DataTalks.Club)

#machinelearning #datascience #python #ai

2 min read

Ertugrul

Sep 9 '25

🗓 Daily LeetCode Progress – Day 22

3 min read

Ertugrul

Sep 8 '25

🗓 Daily LeetCode Progress – Day 21

3 min read

Ertugrul

Sep 7 '25

🗓 Daily LeetCode Progress – Day 20

3 min read

Ertugrul

Sep 6 '25

🗓 Daily LeetCode Progress – Day 19

3 min read

Ertugrul

Sep 5 '25

🗓 Daily LeetCode Progress – Day 18

3 min read

Ertugrul

Sep 4 '25

🗓 Daily LeetCode Progress – Day 17

3 min read

Ertugrul

Sep 1 '25

🗓 Daily LeetCode Progress – Day 16

2 min read

Ertugrul

Aug 31 '25

🗓 Daily LeetCode Progress – Day 15

3 min read

Ertugrul

Aug 30 '25

🗓 Daily LeetCode Progress – Day 14

2 min read

Ertugrul

Aug 29 '25

Building an Edge AI Sound Classifier (Part 3): Pico Firmware & Live Demo

#raspberrypi #python #cpp #programming

3 min read

Ertugrul

Aug 29 '25

Building an Edge AI Sound Classifier (Part 2): Feature Extraction & Training

#raspberrypi #python #cpp #programming

5 min read

Ertugrul

Aug 29 '25

Building an Edge AI Sound Classifier (Part 1): Collecting and Preparing the Dataset

#raspberrypi #python #cpp #programming

3 min read

Ertugrul

Aug 29 '25

🗓 Daily LeetCode Progress – Day 13

3 min read

Ertugrul

Aug 28 '25

Part 3 — Real-Time Inference on Pico (Firmware Integration)

#cpp #python #raspberrypi #edgeai

3 min read

Ertugrul

Aug 28 '25

Part 2 — Training model on Raspberry Pi Pico for Edge AI Trend Alarm

#python #edgeai #cpp #raspberrypi

4 min read

Ertugrul

Aug 28 '25

Part 1 — Data Gathering on Raspberry Pi Pico for Edge AI Trend Alarm

#edgeai #python #cpp #raspberrypi

3 min read

Ertugrul

Aug 28 '25

🗓 Daily LeetCode Progress – Day 12

3 min read

Ertugrul

Aug 26 '25

🗓 Daily LeetCode Progress – Day 11

3 min read

Ertugrul

Aug 25 '25

🗓 Daily LeetCode Progress – Day 10

3 min read

Ertugrul

Aug 24 '25

🗓 Daily LeetCode Progress – Day 9

3 min read

Ertugrul

Aug 23 '25

🗓 Daily LeetCode Progress – Day 8

3 min read

Ertugrul

Aug 22 '25

🖥️ Building a Mini SCADA Console on Raspberry Pi Pico (C++)

#cpp #raspberrypi #embeeded #programming

3 min read

Ertugrul

Aug 22 '25

🗓 Daily LeetCode Progress – Day 7

3 min read

Ertugrul

Aug 21 '25

🗓 Daily LeetCode Progress – Day 6

3 min read

Ertugrul

Aug 20 '25

# 🎯 Face Landmarks Detection (OpenCV DNN + Facemark)

#dnn #python

2 min read

Ertugrul

Aug 20 '25

🗓 Daily LeetCode Progress – Day 5

3 min read

Ertugrul

Aug 19 '25

🐚 Tackling LeetCode Bash Problems – A Practical Guide

#bash #leetcode #programming

3 min read

Ertugrul

Aug 19 '25

🗓 Daily LeetCode Progress – Day 4

3 min read

Ertugrul

Aug 18 '25

🗓 Daily LeetCode Progress – Day 3

3 min read

Ertugrul

Aug 16 '25

🗓 Daily LeetCode Progress – Day 2

3 min read

Ertugrul

Aug 15 '25

🎨 Real-time Image Color Palette Extractor — A Deep Dive into K-means, LAB, and ΔE2000

#python #tailwindcss #productivity #tooling

6 min read

Ertugrul

Aug 15 '25

🗓 Daily LeetCode Progress – Day 1

#leetcode #cpp #python #datastructures

2 min read

Ertugrul

Aug 8 '25

🎭 A CGAN Story: Three Attempts and an Incomplete Ending

#gan #deeplearning #python #pytorch

4 min read

Ertugrul

Aug 5 '25

🎭 Compressing Human Faces with VAE vs VQ-VAE — A Deep Dive into Autoencoder Design

#vae #vqvae #deeplearning #python

3 min read

Ertugrul

Aug 4 '25

🎮 (JumpNet) Part 2: From Pixels to Policy — Training JumpNet to Make the Right Move

#cnn #transferlearning #datascience #deeplearning

5 min read

Ertugrul

Aug 4 '25

🧠 Building a Local PDF Summarizer with LLMs — In Under 24 Hours

#llm #rag #python #streamlit

3 min read

Ertugrul

Aug 4 '25

🎮 (JumpNet) Part 3: Real-Time Inference — Watching JumpNet Come Alive

#cnn #transferlearning #datascience #machinelearning

4 min read

Ertugrul

Aug 4 '25

🎮 (JumpNet) Part 1: From Raw Gameplay to Labeled Intelligence — Building the Data Foundation for JumpNet

#cnn #transferlearning #datascience #machinelearning

3 min read

Ertugrul

Aug 2 '25

Modular Snip Recorder: A Data Collection Tool for Behavior Cloning (2/2)

#datascience #streamlit #python #data

6 min read

Ertugrul

Aug 2 '25

Modular Snip Recorder: A Data Collection Tool for Behavior Cloning (1/2)

#datascience #computervision #python #numpy

5 min read

Ertugrul

Jul 24 '25

5 Regression Projects in Python (with Full Code)

#python #datascience #beginners #machinelearning

4 min read

Ertugrul

Jul 24 '25

How I Built a Simple Shell in C – A Beginner's Guide to System Programming (3/3)

#cli #c #systemprogramming #memorymanagement

3 min read

Ertugrul

Jun 25 '25

Using Wavelets and Clustering to Predict Odd or Even Numbers: An Overengineered Approach with Pretty (But Confusing) Plots

4 min read

Ertugrul

Feb 18 '25

How I Built a Simple Shell in C – A Beginner's Guide to System Programming (2/3)

#cli #c #systemprogramming #memorymanagement

2 min read

Ertugrul

Feb 14 '25

How I Built a Simple Shell in C – A Beginner's Guide to System Programming (1/3)

#cli #c #systemprogramming #memorymanagement

2 min read

Ertugrul

Mar 21 '24

Text Generation with Artificial Intelligence: Generation of Target Sentences with Q-Learning Algorithm

#ai #python #qlearning #machinelearning

8 min read

Ertugrul

Mar 21 '24

Yapay Zeka ile Metin Oluşturma: Q-Learning Algoritmasıyla Hedef Cümlelerin Üretilmesi

#ai #qlearning #python #machinelearning

8 min read

Ertugrul

Mar 10 '24

Machine Learning Algorithms Comparison: KNN vs SVM vs Decision Tree

#python #knn #svm #decisiontree

3 min read

Ertugrul

Mar 10 '24

Makine Öğrenimi Algoritmaları Karşılaştırması: KNN vs SVM vs Karar Ağacı

#python #knn #svm #decisiontree

3 min read

One Year Club

Writing Debut

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