A curated list of resources, papers, and blog posts.
Yoga and Ayurveda, ancient gifts from India to the world, have seen a massive resurgence locally. People are reclaiming these practices to combat the stress of modern city life. Simultaneously, the digital revolution has made India one of the most connected nations, with lifestyle content creators now bridging the gap between rural crafts and global fashion runways. Family, Fashion, and Social Fabric machine learning design patterns pdf github
In classical software engineering (Gang of Four), design patterns are typical solutions to common problems. Machine learning extends this concept. An ML Design Pattern is a blueprint for solving a repeated problem in the data preparation, model training, evaluation, or deployment lifecycle. A curated list of resources, papers, and blog posts
This repository complements the book (O’Reilly). It contains executable examples, summaries, and implementation notes for each of the 30+ design patterns that solve common challenges in data preparation, model building, training, and production ML. Simultaneously, the digital revolution has made India one
provides a primer on software architecture specifically for ML engineers, including implementation of observers and pipelines. Summary of Key Pattern Categories Example Patterns Data Representation Hashed Feature, Embedding, Feature Cross Problem Representation Reframing, Multilabel, Ensemble, Cascade Model Training Useful Overfitting, Checkpoints, Transfer Learning Resilience & Serving Stateless Serving, Batch Serving, Two-Phase Prediction Reproducibility Transform, Feature Store, Model Versioning Curated PDF & Book Guides
