https://khush24shah.github.io/ Notes on machine learning, mathematics and the tools around them. Each post began as a notebook. en-GB Sat, 31 Oct 2026 20:37:19 +0000 https://khush24shah.github.io/blogs/FInRLInstallation.html https://khush24shah.github.io/blogs/FInRLInstallation.html Sun, 16 Feb 2025 00:00:00 +0000 FinRL is a library that provides a unified framework for training, evaluating, and deploying deep reinforcement learning models (DRL) for finance. It is built... Setup Installation Reinforcement Learning https://khush24shah.github.io/blogs/CentralLimitTheorem.html https://khush24shah.github.io/blogs/CentralLimitTheorem.html Fri, 15 Sep 2023 00:00:00 +0000 According to the central limit theorem, the sample average has approximately Normal distribution for large sample sizes. The following exercise is to... Applied Statistics Statistics Data Analysis Python https://khush24shah.github.io/blogs/numericalHygiene.html https://khush24shah.github.io/blogs/numericalHygiene.html Sun, 09 Jul 2023 00:00:00 +0000 Numerical expressions are vastly used in the field of data science. They are used to perform mathematical operations on data. However sometimes, the results of... Mathematics Python https://khush24shah.github.io/blogs/MLLosses.html https://khush24shah.github.io/blogs/MLLosses.html Mon, 03 Jul 2023 00:00:00 +0000 Loss or Objective Function is a measure of the model's performance. It is optimised during the training to improve model's performance. Machine Learning Optimisation https://khush24shah.github.io/blogs/multiFunction.html https://khush24shah.github.io/blogs/multiFunction.html Mon, 12 Jun 2023 00:00:00 +0000 Multiple Choice Functions https://khush24shah.github.io/blogs/klDivergence.html https://khush24shah.github.io/blogs/klDivergence.html Fri, 02 Jun 2023 00:00:00 +0000 In this blog we want to discuss about the "KL-Divergence". But first, we need to understand what is "distance". Approximation Optimisation Mathematics Statistics https://khush24shah.github.io/blogs/activeLearning.html https://khush24shah.github.io/blogs/activeLearning.html Mon, 08 May 2023 00:00:00 +0000 Active learning is a machine learning technique that involves iteratively selecting the most informative samples from a large unlabeled dataset and adding them... https://khush24shah.github.io/blogs/nnImplement.html https://khush24shah.github.io/blogs/nnImplement.html Mon, 01 May 2023 00:00:00 +0000 First we import the necessary libraries https://khush24shah.github.io/blogs/linuxCommand.html https://khush24shah.github.io/blogs/linuxCommand.html Wed, 26 Apr 2023 00:00:00 +0000 LS: This command is used for listing contents inside a directory https://khush24shah.github.io/blogs/devEnvSetting.html https://khush24shah.github.io/blogs/devEnvSetting.html Tue, 25 Apr 2023 00:00:00 +0000 Setting Up Development Environment Setup