- What are Tensors and Gradients
- How to use Tensors and gradients
- How Linear regression works
- Linear regression with batches
- How Logistic regression works and how batches work
- 60 min official beginner guide
- Zero to Mastery Learn PyTorch for Deep Learning
- In linear regression better to use more layers than wider layers
- epochs
- 1 epoch: running through the whole dataset once
- At the end of every batch the model learns
$$epochs = iterations \div \frac{totaldata}{minibatch}$$
- sklearn Linear regression pylot visualization
- How to choose loss function
- How choose activation function
- LLM training tools - advanced
- Machine learning glossary