Generative AI
Training GANs: Tips, Tricks, and Common Pitfalls
Why GAN training breaks, how to read the signs, and the fixes that work: a solid DCGAN baseline, loss choices, spectral norm, R1, EMA and a debugging checklist.
Today · Wednesday, November 4, 2026
Pricing Models: On-Demand, Reserved, Savings Plans, and Spot
How on-demand, reservations, savings plans, committed use discounts and Spot pricing work on AWS, GCP and Azure, and how to combine them safely.
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Catch up
AI & ML
Logistic Regression: Understanding Probabilities
How logistic regression turns a weighted sum into a probability: the sigmoid, log loss, odds ratios, thresholds, imbalance and scikit-learn code.
Cloud
Instance Types and Families Explained
How to read and choose VM instance types on AWS, GCP and Azure: families, memory ratios, CPU architectures, burstable credits, local disks and rightsizing.
Generative AI
Implementing VAEs: A Step-by-Step Guide
Build a convolutional variational autoencoder in PyTorch: data, encoder, decoder, loss, KL warm-up, evaluation, sampling and checkpoints.
AI & ML
Linear Regression: Predicting Outcomes
How linear regression predicts numbers: the model, least squares, gradient descent, scikit-learn code, the assumptions that matter and when to regularize.
Cloud
Comparing VM Offerings Across AWS, GCP, and Azure
EC2, Compute Engine and Azure VMs side by side: naming, families, disks, maintenance, stop billing, Spot, discounts and SLAs, and how to choose.
Learning paths
Pick a track
Three series that build on each other: start with the cloud, meet the machines that learn, then watch them create.
37 articles
Cloud computing
Fluffy Computing
Foundations of the cloud and hands-on tours of AWS, Google Cloud and Azure — from your first VM to multi-cloud strategy.
- Diving into Microsoft Azure7
- Exploring Google Cloud Platform (GCP)7
- Getting to Know AWS7
- Understanding Cloud Computing7
11 articles
AI & machine learning
Artificial Unintelligence
How machines learn: the history of AI, supervised and unsupervised learning, model training and the data behind it all.
- Introduction to Machine Learning and AI9
- Machine Learning Algorithms2
33 articles
Generative AI
Word Up! Bot
Transformers, GANs, VAEs and GPT — what generative AI is, how it works, and how the cloud providers put it to work.
- Introduction to Generative AI30
- Deep Dive into Generative Models3