Omnis tempus datum

Every moment is a data point

Blog documenting the tinkerings and helpful tips I have accumulated in the area of data science and machine learning, with some flavor of chemical science sprinkled sporadically.

The posts are meant to be a reference for my future self or whoever wishes to start in the data science and ML space.

Posts

• End-to-end Machine Learning Project

  Exploratory data analysis and machine leanring model development for property price prediction

  Aug 2, 2019

• S&P 500 analysis using beautifulsoup and pandas

  Notebook that uses `BeautifulSoup` and `yfinance` api to accquire a list of S&P 500 companies and plot their market capital and year-to-date return

  Aug 1, 2020

• Plotting surface in matplotlib

  Simple notebook looking at meshes in matplotlib

  Jul 18, 2020

• Activation functions

  Apr 22, 2020

• Convolutional neural network example

  Walkthrough on implementing a convolutional neural network using Pytorch and predicting CIFAR-10 data labels

  Mar 17, 2020

• Implement Support Vector Machines in scikit-learn

  Feb 19, 2020

• An Example Markdown Post

  A minimal example of using markdown with fastpages.

  Jan 14, 2020

• Vectorisation in python using numpy

  Oct 11, 2019

• Lambda, Filter, and Map functions in Python

  Oct 4, 2019

• Principal component analysis

  Introduction to the math behind PCA with applications to MNIST and Iris dataset

  Sep 7, 2019

• Neural network implementation in PyTorch

  Walkthrough on implementing a vanilla feed-forward neural network using Pytorch and predicting MNIST digits

  Aug 13, 2019