Saint George’s Day is a beautiful moment to celebrate that I have published 40+ stories on Medium with more than half a million visits and also have been selected for some months as a Top Writer on topics such as Artificial Intelligence. Thanks to the BSC-CNS and the UPC for their unconditional support. Main publications:
Transformers
- Transfer Learning: The Democratization of Transformers
- Transformers: The New Gem of “Deep Learning”
- How to Take Advantage of the New Disruptive AI Technology Called Transformers
Supercomputing and AI
- Distributed Deep Learning with Horovod
- Train a Neural Network on multi-GPU with TensorFlow
- Scalable Deep Learning on Parallel and Distributed Infrastructures
- Using Supercomputers for Deep Learning Training
- Artificial Intelligence is a Supercomputing problem
- Deep Learning on Supercomputers
Reinforcement Learning
- Reinforcement Learning frameworks
- Policy-Gradient Methods
- Policy-Based Methods
- Deep Q-Network (DQN)-III
- Deep Q-Network (DQN)-II
- Deep Q-Network (DQN)-I
- MC Control Methods
- Monte Carlo Methods
- Reviewing Essential Concepts from Part 1
- Value Iteration for Q-function
- Value Iteration for V-function
- The Value Iteration Algorithm
- The Bellman Equation
- Cross-Entropy Method Performance Analysis
- Solving a Reinforcement Learning Problem Using Cross-Entropy Method
- PyTorch Performance Analysis with TensorBoard
- Deep Learning with PyTorch for Deep Reinforcement Beginners
- Deep Learning Basics for Deep Reinforcement Beginners
- Formalization of a Reinforcement Learning Problem
- A gentle introduction to Deep Reinforcement Learning
Deep Learning
- How to build a Deep Learning model in 10 lines
- TensorFlow vs Pytorch: The battle continues
- TensorFlow or PyTorch?
- Convolutional Neural Networks for Beginners using Keras and TensorFlow 2
- Learning Process of a Deep Neural Network
- Distributed TensorFlow using Horovod
- Deep Learning for Beginners
- Neural Networks
- Redes Neuronales Recurrentes
- Deep Learning — Aprendizaje profundo