Saul DobilasinTowards Data ScienceReinforcement Learning with SARSA — A Good Alternative to Q-Learning AlgorithmHow to teach an intelligent agent to play simple games using State-Action-Reward-State-Action (SARSA) algorithm·13 min read·Oct 20, 2022--1--1
Saul DobilasinTowards Data ScienceQ-Learning Algorithm: How to Successfully Teach an Intelligent Agent to Play A Game?A detailed explanation of a Reinforcement Learning algorithm called Q-Learning with a step-by-step Python example·15 min read·Oct 4, 2022----
Saul DobilasinTowards Data ScienceReinforcement Learning (RL) — What Is It and How Does It Work?A gentle introduction to Reinforcement Learning with a clear explanation of concepts and terminology·8 min read·Sep 26, 2022--1--1
Saul DobilasinTowards Data SciencecGAN: Conditional Generative Adversarial Network — How to Gain Control Over GAN OutputsAn explanation of cGAN architecture with a detailed Python example·12 min read·Aug 1, 2022--1--1
Saul DobilasinTowards Data ScienceDeep Convolutional GAN — How to Use a DCGAN to Generate Images in PythonAn overview of DCGAN architecture with a step-by-step guide to building it yourself·12 min read·Jul 13, 2022--2--2
Saul DobilasinTowards Data ScienceGANs: Generative Adversarial Networks — An Advanced Solution for Data GenerationA comprehensive explanation of what GANs are, how they work and how to build them in Python·11 min read·Jun 27, 2022--1--1
Saul DobilasinTowards Data ScienceTransposed Convolutional Neural Networks — How to Increase the Resolution of Your ImageA Detailed Explanation of Transposed Convolutions with a Simple Python Example·9 min read·Jun 6, 2022----
Saul DobilasinTowards Data ScienceSparse Autoencoder Neural Networks — How to Utilise Sparsity for Robust Information EncodingA comparison between Undercomplete and Sparse AE with a detailed Python example·9 min read·May 3, 2022----
Saul DobilasinTowards Data ScienceVAE: Variational Autoencoders — How to Employ Neural Networks to Generate New ImagesAn overview of VAEs with a complete Python example that teaches you how to build one yourself·12 min read·Apr 18, 2022--4--4
Saul DobilasinTowards Data ScienceDenoising Autoencoders (DAE) — How To Use Neural Networks to Clean Up Your DataA guide to building a DAE in Python with Tensorflow / Keras libraries·9 min read·Apr 4, 2022--2--2