##### Relooking Attention Models, SHA-RNN Overview, gMLP Briefing and Measuring Efficacy of Language Models through Perplexity

Posted September 11, 2021 by Gowri Shankar ‐ **10 min read**

##### Gossips and Epicenter of Emotions for our Existence - Study on Anatomy of Limbic System

Posted September 5, 2021 by Gowri Shankar ‐ **9 min read**

##### Methodus Fluxionum et Serierum Infinitarum - Numerical Methods for Solving ODEs Using Our Favorite Tools

Posted August 28, 2021 by Gowri Shankar ‐ **8 min read**

##### A Practical Guide to Univariate Time Series Models with Seasonality and Exogenous Inputs using Finance Data of FMCG Manufacturers

Posted August 21, 2021 by Gowri Shankar ‐ **10 min read**

##### Trend, Features of Structural Time Series, Mathematical Intuition Behind Trend Analysis for STS

Posted August 14, 2021 by Gowri Shankar ‐ **6 min read**

##### Fourier Series as a Function of Approximation for Seasonality Modeling - Exploring Facebook Prophet's Architecture

Posted August 8, 2021 by Gowri Shankar ‐ **8 min read**

##### Structural Time Series Models, Why We Call It Structural? A Bayesian Scheme For Time Series Forecasting

Posted August 1, 2021 by Gowri Shankar ‐ **7 min read**

##### Blind Source Separation using ICA - A Practical Guide to Separate Audio Signals

Posted July 24, 2021 by Gowri Shankar ‐ **6 min read**

##### Cocktail Party Problem - Eigentheory and Blind Source Separation Using ICA

Posted July 18, 2021 by Gowri Shankar ‐ **13 min read**

##### Courage and Data Literacy Required to Deploy an AI Model and Exploring Design Patterns for AI

Posted July 10, 2021 by Gowri Shankar ‐ **18 min read**

##### Eigenvalue, Eigenvector, Eigenspace and Implementation of Google's PageRank Algorithm

Posted July 3, 2021 by Gowri Shankar ‐ **8 min read**

##### Need For Understanding Brain Functions, Introducing Medical Images - Brain, Heart and Hippocampus

Posted June 26, 2021 by Gowri Shankar ‐ **11 min read**

##### Attribution and Counterfactuals - SHAP, LIME and DiCE

Posted June 19, 2021 by Gowri Shankar ‐ **10 min read**

##### Is Covid Crisis Lead to Prosperity - Causal Inference from a Counterfactual World Using Facebook Prophet

Posted June 12, 2021 by Gowri Shankar ‐ **13 min read**

##### La Memoire, C'est Poser Son Attention Sur Le Temps

Posted June 5, 2021 by Gowri Shankar ‐ **10 min read**

##### Normalizing Flows - A Practical Guide Using Tensorflow Probability

Posted May 29, 2021 by Gowri Shankar ‐ **9 min read**

##### Why Covariance Matrix Should Be Positive Semi-Definite, Tests Using Breast Cancer Dataset

Posted May 23, 2021 by Gowri Shankar ‐ **8 min read**

##### Calculus - Gradient Descent Optimization through Jacobian Matrix for a Gaussian Distribution

Posted May 15, 2021 by Gowri Shankar ‐ **12 min read**

##### With 20 Watts, We Built Cultures and Civilizations - Story of a Spiking Neuron

Posted May 9, 2021 by Gowri Shankar ‐ **13 min read**

##### Causal Reasoning, Trustworthy Models and Model Explainability using Saliency Maps

Posted May 2, 2021 by Gowri Shankar ‐ **9 min read**

##### Higher Cognition through Inductive Bias, Out-of-Distribution and Biological Inspiration

Posted April 24, 2021 by Gowri Shankar ‐ **12 min read**

##### Information Gain, Gini Index - Measuring and Reducing Uncertainty for Decision Trees

Posted April 17, 2021 by Gowri Shankar ‐ **9 min read**

##### KL-Divergence, Relative Entropy in Deep Learning

Posted April 10, 2021 by Gowri Shankar ‐ **5 min read**

##### Shannon's Entropy, Measure of Uncertainty When Elections are Around

Posted April 3, 2021 by Gowri Shankar ‐ **6 min read**

##### Bayesian and Frequentist Approach to Machine Learning Models

Posted March 27, 2021 by Gowri Shankar ‐ **5 min read**

##### Understaning Uncertainty, Deterministic to Probabilistic Neural Networks

Posted March 19, 2021 by Gowri Shankar ‐ **8 min read**

##### Understanding Post-Synaptic Depression through Tsodyks-Markram Model by Solving Ordinary Differential Equation

Posted March 12, 2021 by Gowri Shankar ‐ **9 min read**

##### Automatic Differentiation Using Gradient Tapes

Posted December 14, 2020 by Gowri Shankar ‐ **9 min read**

##### Roll your sleeves! Let us do some partial derivatives.

Posted August 14, 2020 by Gowri Shankar ‐ **3 min read**

##### GradCAM, Model Interpretability - VGG16 & Xception Networks

Posted July 4, 2020 by Gowri Shankar ‐ **11 min read**

##### Tensorflow 2: Introduction, Feature Engineering and Metrics

Posted April 4, 2020 by Gowri Shankar ‐ **27 min read**

##### Time and Space Complexity - 5 Governing Rules

Posted February 28, 2020 by Gowri Shankar ‐ **9 min read**

##### ResNet50 vs InceptionV3 vs Xception vs NASNet - Introduction to Transfer Learning

Posted June 28, 2019 by Gowri Shankar ‐ **23 min read**