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 13

PromptLedger v0.2 — Labels, Status, and Better Diffs

#showdev #promptengineering #python #opensource

3 min read

Want to connect with Ertugrul?

Create an account to connect with Ertugrul. You can also sign in below to proceed if you already have an account.

Create Account

Already have an account? Sign in

Ertugrul

Jan 9

Hysteresis in Neural Networks — Part 1

#ai #computerscience #deeplearning #machinelearning

4 min read

Ertugrul

Jan 3

PromptLedger: Local-first prompt version control

#promptengineering #developertools #python #opensource

4 min read

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

Want to connect with Ertugrul?