Neural Networks from Scratch: Understanding the Fundamentals
Forget the frameworks for a moment. Let's build a neural network using nothing but Python and NumPy, understanding every single line of code and the mathematics behind it.
Machine Learning
NN
2026
Jan 2026
Machine Learning
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Jan 2026
Neural Networks from Scratch
Building a neural network using only Python and NumPy, understanding every line of code.
Machine Learning
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Jan 2026
Understanding Gradient Descent
The optimisation algorithm that powers modern AI, explained with intuition and code.
Tutorial
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Jan 2026
Building Your First Machine Learning Model
A practical guide from raw data to deployed model, with real code you can use.
Deep Learning
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Jan 2026
The Mathematics of Attention
How transformers revolutionised AI by learning what to focus on.
Data Science
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Jan 2026
Data Preprocessing: The Unsung Hero
Why 80% of machine learning is data preparation, and how to do it right.
Machine Learning
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Jan 2026
Understanding Embeddings
How machines learn to understand meaning by turning words into numbers.
Machine Learning
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Jan 2026
Reinforcement Learning Fundamentals
Teaching machines through trial and error, from basic concepts to implementation.
Data Science
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Jan 2026
The Art of Feature Engineering
Transforming raw data into predictive gold with practical techniques and code.
Personal
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Jan 2026
The Future of Agentic AI
Building systems that think, reason, and act autonomously.
Personal
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Jan 2026
Why I'm Building Kaer
The honest story behind my AI project and vision for LLM-powered creation.
Personal
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From Hardware to AI
My journey from Arduino circuits to machine learning architectures.