Welcome!

Blog documenting my mulling over data and science.

Recent Posts

• Implement neural network from scratch for binary classification

  Build a single-layer neural network model for binary data classification

  Feb 5, 2021

• 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

• Get SMILES from PubChem using DASK

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

  Sep 18, 2020

• Cheminformatics Literature and Resources

  List of (fairly) recent articles, resources, and blogs that I've found useful to learn about Cheminformatics

  May 8, 2021

• Making equal spaces parity plots using Matplotlib

  Quick guide on plotting equal axis scatter plot in matplotlib

  Apr 8, 2021

• t-SNE and UMAP - Effect of initialization on the dimensionality reduction

  Feb 3, 2021

• Bayesian optimisation implementation

  Walkthrough on implementing a modular bayesian optimization routine

  Jan 27, 2021

• Estimating prediction confidence through dropout

  Jan 11, 2021

• Network analysis hands-on

  Nov 8, 2020

• Analyze Bollywood movie ratings (1950-2020)

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

  Aug 23, 2020

• MNIST digit classification using scikit-learn

  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