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.Feb 7, 20201Feb 7, 20201
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.Jan 29, 2020Jan 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.Jan 14, 20202Jan 14, 20202
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…Apr 22, 2019Apr 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.Apr 4, 20191Apr 4, 20191
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.Apr 4, 2019Apr 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…Feb 5, 201926Feb 5, 201926
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…Jan 23, 20191Jan 23, 20191