AI Geek Programmer Blog

Machine learning, computer vision, deep learning and artificial intelligence engineering.

Deep learning is a specialized subset of machine learning

Deep learning is a specialized subset of machine learning

AI Geek Programmer
21 September 2026

What is the real difference between machine learning and deep learning?

Neural networks drive AI training efficiency

Neural networks drive AI training efficiency

AI Geek Programmer
21 September 2026

AI training is not magic. It is math, memory, and a lot of repeated work.

Module summary covers CNN foundations and assessment details

Module summary covers CNN foundations and assessment details

AI Geek Programmer
20 September 2026

What problem do convolutional neural networks solve that plain dense networks handle badly?

Neural networks mimic brain cells to process data

Neural networks mimic brain cells to process data

AI Geek Programmer
20 September 2026

I keep coming back to one simple point. Neural networks mimic brain cells to process data, but they do it in a very rough way.

Free AI training uses open-source neural networks

Free AI training uses open-source neural networks

AI Geek Programmer
19 September 2026

Free AI training uses open-source neural networks.

Neural networks learn patterns from scratch using weighted inputs

Neural networks learn patterns from scratch using weighted inputs

AI Geek Programmer
19 September 2026

A neural network learns by changing numbers, not by finding rules written in advance.

AI product leaders need system design skills, not coding

AI product leaders need system design skills, not coding

AI Geek Programmer
18 September 2026

The real problem is simple: AI product leaders often get judged on code, when the harder job is system design.

AI training jobs favor neural network experts

AI training jobs favor neural network experts

AI Geek Programmer
18 September 2026

AI training jobs favor neural network experts. That is the plain answer, and it fits what these roles ask for in practice.