Shivangi PatelinTowards Data ScienceUnderstanding Hypothesis testing based on True Crime incidenceHow Hypothesis testing helps you to make Statistical Inferences. Building a strong intuition based on a true criminal case.·5 min read·Feb 7, 2020--1--1
Shivangi PatelinTowards Data ScienceNormalizing single cell RNA sequencing data — Pitfalls and RecommendationsThe choice of normalization method affects all sownstream analyses of single cell RNA sequencing data.·5 min read·Jan 29, 2020----
Shivangi PatelinTowards Data ScienceGuide to Dimensionality Reduction in single cell RNA-seq analysisGuide to dimension reduction using PCA, t-SNE and UMAP for single cell analysis, pros and cons and application on real world dataset.·9 min read·Jan 14, 2020--2--2
Shivangi PatelinTowards Data SciencePrincipal Component Analysis — Math and Intuition (Post 3)As promised, this is the third and last post on Principal Component Analysis — Math and Intuition. We had a brief introduction to PCA in…·8 min read·Apr 22, 2019----
Shivangi PatelinTowards Data SciencePrincipal Component Analysis — Math and Intuition (Post 2)Linear Algebra concepts to understand the math behind the math of PCA.·11 min read·Apr 4, 2019--1--1
Shivangi PatelinTowards Data SciencePrincipal Component Analysis — Math and Intuition (Post 1)The goal of this 3-part series is to build a framework of Linear algebra concepts, and thereby form a solid intuition to PCA.·3 min read·Apr 4, 2019----
Shivangi PatelinTowards Data ScienceA Complete Guide to an Interactive Geographical Map using PythonEver wondered how these beautiful geographical maps are created? Our World in Data has an extensive collection of interactive data…·9 min read·Feb 5, 2019--26--26
Shivangi PatelinTowards Data ScienceGit ready in 20 minutes!When I began my journey towards Data Science, a close friend and mentor advised me to get familiarized with git. It seemed like a…·7 min read·Jan 23, 2019--1--1