The book by Ali Aminian
The book’s core value proposition is its structured approach to ML-specific complexities. It moves beyond the simplistic "I would use a Transformer model" answer and forces the candidate to consider the lifecycle of the model. Aminian popularizes frameworks that dissect problems into digestible components: Data Preparation, Feature Engineering, Model Training, Model Evaluation, and Model Serving. By providing dedicated case studies—ranging from recommendation systems to feed ranking and ad click prediction—the book offers a reusable template for tackling open-ended problems. The book by Ali Aminian The book’s core
by Ali Aminian and Alex Xu is widely considered one of the best resources for candidates targeting ML roles at companies like Meta, Google, and Amazon. The book by Ali Aminian The book’s core