---
title: "Iyanuloluwa Okinbaloye (@triumph1) | Hashnode"
description: "Demystifying Machine Learning from scratch. Read the latest articles by Iyanuloluwa Okinbaloye on Hashnode."
url: "https://hashnode.com/@triumph1"
---

@triumph1

# Iyanuloluwa Okinbaloye

@triumph1 · Abuja, Nigeria · Joined January 2026

Demystifying Machine Learning from scratch

### [Introducing Automatic Differentiation for Tensors: Micrograd for Tensors](https://iyanuokin.hashnode.dev/introducing-automatic-differentiation-micrograd-for-tensors?utm_source=hashnode&utm_medium=feed)

INTRODUCTION

27 min read · [iyanuokin.hashnode.dev](https://iyanuokin.hashnode.dev/introducing-automatic-differentiation-micrograd-for-tensors?utm_source=hashnode&utm_medium=feed)

[Aug 28](https://hashnode.com/posts/introducing-automatic-differentiation-micrograd-for-tensors/6a91b42519e3987881db8811)

### [THE REASONABLE INEFFECTIVENESS OF VANILLA RECURRENT NEURAL NETWORKS](https://iyanuokin.hashnode.dev/the-reasonable-ineffectiveness-of-vanilla-recurrent-neural-networks?utm_source=hashnode&utm_medium=feed)

I dive deep into how vanilla rnn works and where they fail

37 min read · [iyanuokin.hashnode.dev](https://iyanuokin.hashnode.dev/the-reasonable-ineffectiveness-of-vanilla-recurrent-neural-networks?utm_source=hashnode&utm_medium=feed)

[May 21](https://hashnode.com/posts/the-reasonable-ineffectiveness-of-vanilla-recurrent-neural-networks/6a0f5edad8e265f60d53792c)

### [Artificial NEURAL NETWORK FROM SCRATCH FOR HANDWRITTEN DIGIT RECOGNITION](https://iyanuokin.hashnode.dev/artificial-neural-network-from-scratch-for-handwritten-digit-recognition?utm_source=hashnode&utm_medium=feed)

The goal of this blog post is to demonstrate so far the the neural network is a relatively simple algorithm to understand and show using mathematics and machine learning that it is a universal functio

30 min read · [iyanuokin.hashnode.dev](https://iyanuokin.hashnode.dev/artificial-neural-network-from-scratch-for-handwritten-digit-recognition?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/artificial-neural-network-from-scratch-for-handwritten-digit-recognition/69f795a876c1469ba4de5b4f) [May 3](https://hashnode.com/posts/artificial-neural-network-from-scratch-for-handwritten-digit-recognition/69f795a876c1469ba4de5b4f)

### [VITERBI ALGORITHM FOR PART OF SPEECH TAGGIN](https://iyanuokin.hashnode.dev/viterbi-algorithm-for-part-of-speech-taggin?utm_source=hashnode&utm_medium=feed)

INTRODUCTION

23 min read · [iyanuokin.hashnode.dev](https://iyanuokin.hashnode.dev/viterbi-algorithm-for-part-of-speech-taggin?utm_source=hashnode&utm_medium=feed)

[Apr 12](https://hashnode.com/posts/viterbi-algorithm-for-part-of-speech-taggin/69dc2045aadf1107e23f4830)

### [Logistic Regression for sentiment analysis](https://iyanuokin.hashnode.dev/logistic-regression-for-sentiment-analysis?utm_source=hashnode&utm_medium=feed)

Introduction

13 min read · [iyanuokin.hashnode.dev](https://iyanuokin.hashnode.dev/logistic-regression-for-sentiment-analysis?utm_source=hashnode&utm_medium=feed)

[Apr 9](https://hashnode.com/posts/logistic-regression-for-sentiment-analysis/69d7a25ffa7251682ea63244)