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
Mateiral informatics sample project
Making equal spaces parity plots using Matplotlib
Anamoly detection using autoencoders
Implement neural network from scratch for binary classification
t-SNE and UMAP - Effect of initialization on the dimensionality reduction
Bayesian optimisation implementation
Estimating prediction confidence through dropout
Solving the birthday problem using simple counting
Central limit theorem
Relational analysis of spices used in Indian cuisine
Network analysis hands-on
Transfer learning walkthrough using Pytorch
Get SMILES from PubChem using DASK
Analyze Bollywood movie ratings (1950-2020)
Classification-based algorithms walkthrough