![](/blog/exploring-the-randian-hero-a-deep-dive-into-ayn-rands-characters/cover.jpg)
Exploring the Randian Hero: A Deep Dive into Ayn Rand's Characters
Posted May 18, 2024 by Gowri Shankar ‐ 9 min read
![](/blog/evaluating-large-language-models-generated-contents-with-trueras-trulens/young-people.png)
Evaluating Large Language Models Generated Contents with TruEra’s TruLens
Posted March 17, 2024 by Gowri Shankar ‐ 12 min read
![](/blog/the-40-rules-of-love/cover.jpg)
The 40 rules of love
Posted December 23, 2023 by Gowri Shankar ‐ 41 min read
![](/blog/airflow-trigger-rules-for-building-complex-data-pipelines-explained-and-my-initial-days-of-airflow-selection-and-experience/flow.png)
Airflow Trigger Rules for Building Complex Data Pipelines Explained, and My Initial Days of Airflow Selection and Experience
Posted May 1, 2022 by Gowri Shankar ‐ 9 min read
![](/blog/introduction-to-contrastive-loss-similarity-metric-as-an-objective-function/contrastive.png)
Introduction to Contrastive Loss - Similarity Metric as an Objective Function
Posted January 30, 2022 by Gowri Shankar ‐ 6 min read
![](/blog/temperature-is-nothing-but-measure-of-speed-of-the-particles-at-molecular-scale-intro-2-maxwell-boltzmann-distribution/q.jpeg)
Temperature is Nothing but Measure of Speed of the Particles at Molecular Scale - Intro 2 Maxwell Boltzmann Distribution
Posted January 23, 2022 by Gowri Shankar ‐ 7 min read
![](/blog/shannons-entropy-measure-of-uncertainty-when-elections-are-around/entropy.jpeg)
The Best Way to Minimize Uncertainty is NOT Being Informed, Surprised? Let us Measure Surprise
Posted January 14, 2022 by Gowri Shankar ‐ 6 min read
![](/blog/3rd-wave-in-india-covid-debacle-continues-let-us-use-covid-data-to-learn-piecewise-lr-and-exponential-curve-fitting/omicron.jpeg)
3rd Wave in India, Covid Debacle Continues - Let us Use Covid Data to Learn Piecewise LR and Exponential Curve Fitting
Posted January 7, 2022 by Gowri Shankar ‐ 8 min read
![](/blog/ever-wondered-that-voice-is-from-a-human-being-or-created-by-a-computer-revisiting-normalizing-flows/multiverse.jpeg)
Ever Wondered that Voice is from a Human Being or Created by a Computer? Revisiting Normalizing Flows
Posted December 31, 2021 by Gowri Shankar ‐ 8 min read
![](/blog/transformers-everywhere-patch-encoding-technique-for-vision-transformersvit-explained/transformers.jpeg)
Transformers Everywhere - Patch Encoding Technique for Vision Transformers(ViT) Explained
Posted December 24, 2021 by Gowri Shankar ‐ 8 min read
![](/blog/understanding-self-attention-and-positional-encoding-of-the-transformer-architecture/bumblebee.jpeg)
Understanding Self Attention and Positional Encoding Of The Transformer Architecture
Posted December 17, 2021 by Gowri Shankar ‐ 9 min read
![](/blog/tfrs-for-dlrms-at-enterprise-scale-a-practical-guide-to-understand-deep-and-cross-networks/dcn.png)
TFRS for DLRMs At Enterprise Scale - A Practical Guide to Understand Deep and Cross Networks
Posted December 10, 2021 by Gowri Shankar ‐ 10 min read
![](/blog/quotient-remainder-embedding-dealing-with-categorical-data-in-a-dlrm-a-paper-review/embeddings.png)
Quotient-Remainder Embedding, Dealing With Categorical Data In A DLRM - A Paper Review
Posted December 3, 2021 by Gowri Shankar ‐ 7 min read
![](/blog/that-straight-line-looks-a-bit-silly-let-us-approximate-a-sine-wave-using-uat/steps.png)
That Straight Line Looks a Bit Silly - Let Us Approximate A Sine Wave Using UAT
Posted November 29, 2021 by Gowri Shankar ‐ 4 min read
![](/blog/do-you-know-we-can-approximate-any-continuous-function-with-a-single-hidden-layer-neural-network-a-visual-guide/tail_function.png)
Do You Know We Can Approximate Any Continuous Function With A Single Hidden Layer Neural Network - A Visual Guide
Posted November 27, 2021 by Gowri Shankar ‐ 11 min read
![](/blog/deep-learning-is-not-as-impressive-as-you-think-its-mere-interpolation/face_grid.png)
Deep Learning is Not As Impressive As you Think, It's Mere Interpolation
Posted November 24, 2021 by Gowri Shankar ‐ 14 min read
![](/blog/survival-analysis-using-lymphoma-breast-cancer-dataset-and-a-practical-guide-to-kaplan-meier-estimator/kaplan-meier.png)
Survival Analysis using Lymphoma, Breast Cancer Dataset and A Practical Guide to Kaplan Meier Estimator
Posted November 20, 2021 by Gowri Shankar ‐ 9 min read
![](/blog/dequantization-for-categorical-data-categorical-nfs-via-continuous-transformations-a-paper-review/kubla_khan.png)
Dequantization for Categorical Data, Categorical NFs via Continuous Transformations - A Paper Review
Posted November 13, 2021 by Gowri Shankar ‐ 9 min read
Bijectors of Tensorflow Probability - A Guide to Understand the Motivation and Mathematical Intuition Behind Them
Posted November 7, 2021 by Gowri Shankar ‐ 11 min read
![](/blog/metrics-that-we-measure-measuring-efficacy-of-your-machine-learning-models/roc.png)
Metrics That We Measure - Measuring Efficacy of Your Machine Learning Models
Posted October 30, 2021 by Gowri Shankar ‐ 7 min read
![](/blog/gaussian-process-and-related-ideas-to-kick-start-bayesian-inference/gp.png)
Gaussian Process and Related Ideas To Kick Start Bayesian Inference
Posted October 24, 2021 by Gowri Shankar ‐ 7 min read
![](/blog/istio-service-mesh-canary-release-routing-strategies-for-ml-deployments-in-a-kubernetes-cluster/canary.png)
Istio Service Mesh, Canary Release Routing Strategies for ML Deployments in a Kubernetes Cluster
Posted October 16, 2021 by Gowri Shankar ‐ 13 min read
![](/blog/atoms-and-bonds-2-ml-for-predicting-quantum-mechanical-properties-of-organic-molecules/qc.png)
Atoms and Bonds 2 - ML for Predicting Quantum Mechanical Properties of Organic Molecules
Posted October 8, 2021 by Gowri Shankar ‐ 10 min read
![](/blog/atoms-and-bonds-graph-representation-of-molecular-data-for-drug-detection/molecules.jpeg)
Atoms and Bonds - Graph Representation of Molecular Data For Drug Detection
Posted October 2, 2021 by Gowri Shankar ‐ 15 min read
![](/blog/graph-convolution-network-a-practical-implementation-of-vertex-classifier-and-its-mathematical-basis/output_8_0.png)
Graph Convolution Network - A Practical Implementation of Vertex Classifier and it's Mathematical Basis
Posted September 25, 2021 by Gowri Shankar ‐ 10 min read
![](/blog/introduction-to-graph-neural-networks/gnn.png)
Introduction to Graph Neural Networks
Posted September 19, 2021 by Gowri Shankar ‐ 9 min read
![](/blog/relooking-attention-models-sha-rnn-overview-gmlp-briefing-and-measuring-efficacy-of-language-models-through-perplexity/sha-rnn.png)
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
![](/blog/gossips-and-epicenter-of-emotions-for-our-existence-study-on-anatomy-of-limbic-system/ape-gossip.png)
Gossips and Epicenter of Emotions for our Existence - Study on Anatomy of Limbic System
Posted September 5, 2021 by Gowri Shankar ‐ 9 min read
![](/blog/methodus-fluxionum-et-serierum-infinitarum-numerical-methods-for-solving-odes-using-our-favorite-tools/newton.png)
Methodus Fluxionum et Serierum Infinitarum - Numerical Methods for Solving ODEs Using Our Favorite Tools
Posted August 28, 2021 by Gowri Shankar ‐ 8 min read
![](/blog/a-practical-guide-to-univariate-time-series-models-with-seasonality-and-exogenous-inputs-using-finance-data-of-fmcg-manufacturers/output_32_0.png)
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
![](/blog/trend-features-of-structural-time-series-mathematical-intuition-behind-trend-analysis-for-sts/forecasting.png)
Trend, Features of Structural Time Series, Mathematical Intuition Behind Trend Analysis for STS
Posted August 14, 2021 by Gowri Shankar ‐ 6 min read
![](/blog/fourier-series-as-a-function-of-approximation-for-seasonality-modeling-exploring-facebook-prophets-architecture/fourier.png)
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
![](/blog/structural-time-series-models-why-we-call-it-structural-a-bayesian-scheme-for-time-series-forecasting/functions.png)
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
![](/blog/blind-source-separation-using-ica-a-practical-guide-to-separate-audio-signals/arr.jpeg)
Blind Source Separation using ICA - A Practical Guide to Separate Audio Signals
Posted July 24, 2021 by Gowri Shankar ‐ 6 min read
![](/blog/cocktail-party-problem-eigentheory-and-blind-source-separation-using-ica/bss.png)
Cocktail Party Problem - Eigentheory and Blind Source Separation Using ICA
Posted July 18, 2021 by Gowri Shankar ‐ 13 min read
![](/blog/courage-and-data-literacy-required-to-deploy-an-ai-model-and-exploring-design-patterns-for-ai/xai.png)
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
![](/blog/eigenvalue-eigenvector-eigenspace-and-implementation-of-googles-pagerank-algorithm/transformation.png)
Eigenvalue, Eigenvector, Eigenspace and Implementation of Google's PageRank Algorithm
Posted July 3, 2021 by Gowri Shankar ‐ 8 min read
![](/blog/need-for-understanding-brain-functions-introducing-medical-images-brain-heart-and-hippocampus/fmri.jpeg)
Need For Understanding Brain Functions, Introducing Medical Images - Brain, Heart and Hippocampus
Posted June 26, 2021 by Gowri Shankar ‐ 11 min read
![](/blog/attribution-and-counterfactuals-shap-lime-and-dice/possible_worlds.jpeg)
Attribution and Counterfactuals - SHAP, LIME and DiCE
Posted June 19, 2021 by Gowri Shankar ‐ 10 min read
![](/blog/is-covid-crisis-lead-to-prosperity-causal-inference-from-a-counterfactual-world-using-facebook-prophet/nse_50_yf.png)
Is Covid Crisis Lead to Prosperity - Causal Inference from a Counterfactual World Using Facebook Prophet
Posted June 12, 2021 by Gowri Shankar ‐ 12 min read
![](/blog/la-memoire-cest-poser-son-attention-sur-le-temps/focus.jpeg)
La Memoire, C'est Poser Son Attention Sur Le Temps
Posted June 5, 2021 by Gowri Shankar ‐ 10 min read
![](/blog/normalizing-flows-a-practical-guide-using-tensorflow-probability/output_23_0.png)
Normalizing Flows - A Practical Guide Using Tensorflow Probability
Posted May 29, 2021 by Gowri Shankar ‐ 9 min read
![](/blog/why-covariance-matrix-should-be-positive-semi-definite-tests-using-breast-cancer-dataset/output_5_0.png)
Why Covariance Matrix Should Be Positive Semi-Definite, Tests Using Breast Cancer Dataset
Posted May 23, 2021 by Gowri Shankar ‐ 8 min read
![](/blog/calculus-gradient-descent-optimization-through-jacobian-matrix-for-a-gaussian-distribution/output_29_0.png)
Calculus - Gradient Descent Optimization through Jacobian Matrix for a Gaussian Distribution
Posted May 15, 2021 by Gowri Shankar ‐ 12 min read
![](/blog/with-20-watts-we-built-cultures-and-civilizations-story-of-a-spiking-neuron/neuron.jpeg)
With 20 Watts, We Built Cultures and Civilizations - Story of a Spiking Neuron
Posted May 9, 2021 by Gowri Shankar ‐ 13 min read
![](/blog/causal-reasoning-trustworthy-models-and-model-explainability-using-saliency-maps/chicken_egg.png)
Causal Reasoning, Trustworthy Models and Model Explainability using Saliency Maps
Posted May 2, 2021 by Gowri Shankar ‐ 9 min read
![](/blog/higher-cognition-through-inductive-bias-out-of-distribution-and-biological-inspiration/evolution.jpeg)
Higher Cognition through Inductive Bias, Out-of-Distribution and Biological Inspiration
Posted April 24, 2021 by Gowri Shankar ‐ 12 min read
![](/blog/information-gain-gini-index-measuring-and-reducing-uncertainty-for-decision-trees/output_21_1.png)
Information Gain, Gini Index - Measuring and Reducing Uncertainty for Decision Trees
Posted April 17, 2021 by Gowri Shankar ‐ 9 min read
![](/blog/kl-divergence-relative-entropy-in-deep-learning/cat_and_dog.png)
KL-Divergence, Relative Entropy in Deep Learning
Posted April 10, 2021 by Gowri Shankar ‐ 5 min read
![](/blog/shannons-entropy-measure-of-uncertainty-when-elections-are-around/betty_and_shannon.jpeg)
Shannon's Entropy, Measure of Uncertainty When Elections are Around
Posted April 3, 2021 by Gowri Shankar ‐ 6 min read
![](/blog/bayesian-and-frequentist-approach-to-machine-learning-models/bayes-fisher.png)
Bayesian and Frequentist Approach to Machine Learning Models
Posted March 27, 2021 by Gowri Shankar ‐ 5 min read
![](/blog/understaning-uncertainty-deterministic-to-probabilistic-neural-networks/extrapolating.png)
Understaning Uncertainty, Deterministic to Probabilistic Neural Networks
Posted March 19, 2021 by Gowri Shankar ‐ 8 min read
![](/blog/understanding-post-synaptic-depression-through-tsodyks-markram-model-by-solving-ordinary-differential-equation/synapse.png)
Understanding Post-Synaptic Depression through Tsodyks-Markram Model by Solving Ordinary Differential Equation
Posted March 12, 2021 by Gowri Shankar ‐ 9 min read
![](/blog/automatic-differentiation-using-gradient-tapes/auto_diff.png)
Automatic Differentiation Using Gradient Tapes
Posted December 14, 2020 by Gowri Shankar ‐ 9 min read
![](/blog/roll-your-sleeves-let-us-do-some-partial-derivatives./output_3_0.png)
Roll your sleeves! Let us do some partial derivatives.
Posted August 14, 2020 by Gowri Shankar ‐ 3 min read
![](/blog/gradcam-model-interpretability-vgg16-xception-networks/anime.gif)
GradCAM, Model Interpretability - VGG16 & Xception Networks
Posted July 4, 2020 by Gowri Shankar ‐ 11 min read
![](/blog/tensorflow-2-introduction-feature-engineering-and-metrics/teaser.png)
Tensorflow 2: Introduction, Feature Engineering and Metrics
Posted April 4, 2020 by Gowri Shankar ‐ 27 min read
![](/blog/time-and-space-complexity-5-governing-rules/teaser.png)
Time and Space Complexity - 5 Governing Rules
Posted February 28, 2020 by Gowri Shankar ‐ 9 min read
![](https://miro.medium.com/max/1000/1*jQZ_oJ3VZbVWiBWuc5SMMg.png)
ResNet50 vs InceptionV3 vs Xception vs NASNet - Introduction to Transfer Learning
Posted June 28, 2019 by Gowri Shankar ‐ 22 min read