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

• Solving the birthday problem using simple counting

  Counting trials instead of using a PnC formula

  Jan 10, 2021

• Central limit theorem

  Visual proof of the central limit theorem

  Dec 21, 2020

• Relational analysis of spices used in Indian cuisine

  Analysis to understand which spices are frequently used in the Indian cuisine and explore the connection between them

  Dec 9, 2020

• Network analysis hands-on

  Nov 8, 2020

• Transfer learning walkthrough using Pytorch

  Implement transfer learning using pre-trained CNN

  Oct 19, 2020

• Get SMILES from PubChem using DASK

  Use parallelized DASK methods to find SMILE and InChI keys for molecules

  Sep 18, 2020

• Analyze Bollywood movie ratings (1950-2020)

  Analyze IMDb Bollywood movie data to find average ratings and number of bollywood movie releases over time.

  Aug 23, 2020

• Classification-based algorithms walkthrough

  Look at different types of classification types and metric implemented in scikit-learn by building a MNIST digit classifier

  Aug 12, 2020

• 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