---
title: "Rayane TOKO (@RayaneTOKO) | Hashnode"
description: "Full stack developper. Read the latest articles by Rayane TOKO on Hashnode."
url: "https://hashnode.com/@RayaneTOKO"
---

@RayaneTOKO

# Rayane TOKO

@RayaneTOKO · Joined November 2023

Full stack developper

### [The Machine Learning Metrics](https://rayanetoko.hashnode.dev/the-machine-learning-metrics?utm_source=hashnode&utm_medium=feed)

Understand Accuracy, Precision, Recall and F1-score, their meaning, limits, and how they help evaluate machine learning classification models.

5 min read · [rayanetoko.hashnode.dev](https://rayanetoko.hashnode.dev/the-machine-learning-metrics?utm_source=hashnode&utm_medium=feed)

[10h ago](https://hashnode.com/posts/the-machine-learning-metrics/6af72e73c7dd47f93a806de3)

### [The Rosenblatt Perceptron: Experiments and Observations](https://rayanetoko.hashnode.dev/the-rosenblatt-perceptron-experiments-and-observations?utm_source=hashnode&utm_medium=feed)

Implement Rosenblatt's perceptron in Python and explore its learning rule, linear separability, weight updates, and limitations through experiments.

4 min read · [rayanetoko.hashnode.dev](https://rayanetoko.hashnode.dev/the-rosenblatt-perceptron-experiments-and-observations?utm_source=hashnode&utm_medium=feed)

[Oct 25](https://hashnode.com/posts/the-rosenblatt-perceptron-experiments-and-observations/6ade2f76e47b2d570eb63a15)

### [Symbolic AI paradigms](https://rayanetoko.hashnode.dev/symbolic-ai-paradigms?utm_source=hashnode&utm_medium=feed)

An introduction to the Symbolic AI paradigm, its principles, knowledge representation, reasoning, and search algorithms.

4 min read · [rayanetoko.hashnode.dev](https://rayanetoko.hashnode.dev/symbolic-ai-paradigms?utm_source=hashnode&utm_medium=feed)

[Aug 5](https://hashnode.com/posts/symbolic-ai-paradigms/6a737d09fd5bb0cde7116ccf)

### [Basics of AI](https://rayanetoko.hashnode.dev/basics-of-ai?utm_source=hashnode&utm_medium=feed)

Introduction of AI basics

1 min read · [rayanetoko.hashnode.dev](https://rayanetoko.hashnode.dev/basics-of-ai?utm_source=hashnode&utm_medium=feed)

[Jun 24](https://hashnode.com/posts/basics-of-ai/6a3b4908d869acf8fbb2dba6)

### [The Art of Git Commits](https://rayanetoko.hashnode.dev/the-art-of-git-commits?utm_source=hashnode&utm_medium=feed)

Best practice for git commit message writing

3 min read · [rayanetoko.hashnode.dev](https://rayanetoko.hashnode.dev/the-art-of-git-commits?utm_source=hashnode&utm_medium=feed)

[Jun 15](https://hashnode.com/posts/the-art-of-git-commits/6a2f7ecff1e25ed09910db1c)