Maths for AI & ML
Slides
- Gradient-based Optimization: A short introduction to optimization in Deep Learning by Christian S. Perone
RNN
Text Generation
English
- TensorFlow tutorial Text Generation
- TensorFlow tutorial Neural machine translation with attention Spanish and English translation
AI & Deep Learning Concepts
How to visualize neural networks
Neural Networks in general
- Tools to Design or Visualize Architecture of Neural Network
- Tensorboard: TensorBoard’s Graphs dashboard is a powerful tool for examining your TensorFlow model.
- TensorFlow Playground
- Netron is a viewer for neural network, deep learning and machine learning models.
- Deep Train Full knowledge and control of the train state.
How to calculate the number of parameters in a neural network
- num_params = connections between layers + biases in every layer = (i×h + h×o) + (h+o) = (3×5 + 5×2) + (5+2) = 32
Machine Learning Made-Easy
TensorFlowJS
AI Learning
Online Courses
- MIT: Introduction to Deep Learning: The best introduction to deep learning.
