📰 Dev.to · Ertugrul

Articles from Dev.to · Ertugrul · 14 articles · Updated every 3 hours · View all reads

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PromptLedger v0.3 — Turning prompt history into a practical review workflow.

Dev.to · Ertugrul 2w ago

PromptLedger v0.3 — Turning prompt history into a practical review workflow.

Devlog — Part 3 Turning prompt history into a practical review workflow. In Part 1, I...

DataLens: A Read-Only Image Dataset Sanity Checker

Dev.to · Ertugrul 2mo ago

DataLens: A Read-Only Image Dataset Sanity Checker

DataLens: A Read‑Only Image Dataset Sanity Checker Training a model rarely fails...

Hysteresis in Neural Networks — Part 1

Dev.to · Ertugrul 3mo ago

Hysteresis in Neural Networks — Part 1

Training Order Is Not Innocent What if seeing the same data is not enough? A common,...

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

Dev.to · Ertugrul 3mo ago

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

The real world is not deterministic. Data is noisy. Sensors drift. Timing slips. Humans are...

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

Dev.to · Ertugrul 3mo ago

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

A tiny benchmark that exposes silent failure modes in AI and ML pipelines Most AI blog...

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

Dev.to · Ertugrul 3mo ago

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

After my recent talk on Agent-in-the-Loop systems, I was asked a seemingly simple question: How do...

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

Dev.to · Ertugrul 4mo ago

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

About the Event Modern ML systems are undergoing a significant shift: pipelines that once...

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

Dev.to · Ertugrul 7mo ago

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

In Part 1 we prepared the dataset, and in Part 2 we hand‑crafted 33‑dim features and trained a small...

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

Dev.to · Ertugrul 7mo ago

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

In Part 1, we prepared a balanced dataset of short audio snippets. In Part 2, we’ll turn those...

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

Dev.to · Ertugrul 7mo ago

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

In this three-part series, I’ll walk you through how I built a tiny edge AI system that runs on a...

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

Dev.to · Ertugrul 7mo ago

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

This part turns the dataset from Part 1 into a tiny edge‑ready model. This corrected version ensures...

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

Dev.to · Ertugrul 7mo ago

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

🌍 Motivation Most SCADA-like monitoring systems rely on absolute thresholds (e.g.,...

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

Dev.to · Ertugrul 8mo ago

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

⬅️ Read Part 1: Building the Data Pipeline ⬅️ Read Part 2: Training the Model 🎬 Project...

5 Regression Projects in Python (with Full Code)

Dev.to · Ertugrul 8mo ago

5 Regression Projects in Python (with Full Code)

🇹🇷 Bu yazının Türkçe versiyonu: Medium 5 Regression Projects in Python (with Full...