AI Geek Programmer Blog
Machine learning, computer vision, deep learning and artificial intelligence engineering.

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?
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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.
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Free AI training uses open-source neural networks
- AI Geek Programmer
- 19 September 2026
Free AI training uses open-source neural networks.
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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.
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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.
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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.
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Multimodal transformers merge text and images for better AI
- AI Geek Programmer
- 17 September 2026
What problem does a system solve when a product has both text and images, but the search engine treats them like separate worlds?
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AI shifts from experimentation to enterprise integration
- AI Geek Programmer
- 17 September 2026
AI shifts from experimentation to enterprise integration.
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- machine learning
- artificial intelligence
- deep learning
- shape recognition
- python
- keras
- convolutional neural networks
- numpy
- cifar10
- convnets
- tensorflow
- ai
- overfitting
- anaconda
- mnist
- pytorch
- data augmentation
- development environment
- dropout
- GPU
- nlp
- scikit-learn
- transformer architecture
- batch normalization
- blockchain
- digits dataset
- google colab
- huggingface
- internal covariate shift
- k-nn