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@triumph1

Iyanuloluwa Okinbaloye

@triumph1·Abuja, Nigeria·Joined January 2026

Demystifying Machine Learning from scratch

About

I'm a passionate Machine Learning Engineer, writing on from basic to complex algorithms that make up modern AI

Available for

Available for Freelance work, Technical writing and other opprotunities to showcase skill and contribute

Iyanuloluwa Okinbaloye's blogs

How Mathematics can predict Sentimentsiyanuokin.hashnode.dev7 posts

About

I'm a passionate Machine Learning Engineer, writing on from basic to complex algorithms that make up modern AI

Available for

Available for Freelance work, Technical writing and other opprotunities to showcase skill and contribute

Iyanuloluwa Okinbaloye's blogs

How Mathematics can predict Sentimentsiyanuokin.hashnode.dev7 posts

Articles Comments1

Recently published

IOIyanuloluwa Okinbaloyeiniyanuokin.hashnode.dev·Aug 28 · 27 min read

Introducing Automatic Differentiation for Tensors: Micrograd for Tensors

In this notebook, I introduce the engine that makes modern artificial intelligence possible. In my earlier writings, you would notice that for every algorithm we studied and implemented, we had to com

IOIyanuloluwa Okinbaloyeiniyanuokin.hashnode.dev·May 21 · 37 min read

THE REASONABLE INEFFECTIVENESS OF VANILLA RECURRENT NEURAL NETWORKS

Introduction Artificial Neural Networks and deep learning have long dominated the natural language processing field when it comes to text generation for their ability to capture patterns of all kinds,

IOIyanuloluwa Okinbaloyeiniyanuokin.hashnode.dev·May 3 · 30 min read

Artificial NEURAL NETWORK FROM SCRATCH FOR HANDWRITTEN DIGIT RECOGNITION

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

IOIyanuloluwa Okinbaloyeiniyanuokin.hashnode.dev·Apr 12 · 23 min read

VITERBI ALGORITHM FOR PART OF SPEECH TAGGIN

As we might be aware by now the Viterbi algorithm is one of the most powerful of the machine learning algorithms present in Natural Language Processing, I'm going to demonstrate how it can be used in

IOIyanuloluwa Okinbaloyeiniyanuokin.hashnode.dev·Apr 9 · 13 min read

Logistic Regression for sentiment analysis

Logistic Regression is a staple machine learning algorithm for classification, particularly effective when data follows a clear underlying pattern. At its core, it uses gradient descent—an optimizatio