This site is built with fastpages, An easy to use blogging platform with extra features for Jupyter Notebooks.

fastpages automates the process of creating blog posts via GitHub Actions, so you don’t have to fuss with conversion scripts. A full list of features can be found on GitHub.

Posts

  • Model Selection

    In this post, We will review the process of model selection through Cross Validation.

    Jun 13, 2021

  • Linear Discriminant Analysis (LDA)

    In this post, We will implement the basis of Linear Discriminant Analysis (LDA).

    Jun 9, 2021

  • Classification Model

    In this post, We will cover the use case of Classification model including Logistic Regression through StatsModels and scikit-learn.

    May 27, 2021

  • Linear Regression Model

    In this post, We will cover the use case of Linear Regression Model through StatsModels and scikit-learn.

    May 20, 2021

  • REINFORCE on CartPole-v0

    In this post, We will take a hands-on-lab of Monte Carlo Policy Gradient (also known as REINFORCE) on openAI gym CartPole-v0 environment. This is the coding exercise from udacity Deep Reinforcement Learning Nanodegree.

    May 12, 2021

  • Cross-Entropy Methods (CEM) on MountainCarContinuous-v0

    In this post, We will take a hands-on-lab of Cross-Entropy Methods (CEM for short) on openAI gym MountainCarContinuous-v0 environment. This is the coding exercise from udacity Deep Reinforcement Learning Nanodegree.

    May 11, 2021

  • Deep Q-Network (DQN) on LunarLander-v2

    In this post, We will take a hands-on-lab of Simple Deep Q-Network (DQN) on openAI LunarLander-v2 environment. This is the coding exercise from udacity Deep Reinforcement Learning Nanodegree.

    May 7, 2021