Pragmatic Programmer for Machine Learning

Pragmatic Programmer for Machine Learning

Engineering Analytics and Data Science Solutions

Malvestio, Mauro; Scutari, Marco

Taylor & Francis Ltd

04/2025

340

Mole

Inglês

9780367255060

Pré-lançamento - envio 15 a 20 dias após a sua edição

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Preface

1 What is This Book About?

2 Hardware Architectures

3 Variable Types and Data Structures

4 Analysis of Algorithms

5 Designing and Structuring Pipelines

6 Writing Machine Learning Code

7 Packaging and Deploying Pipelines

8 Documenting Pipelines

9 Troubleshooting and Testing Pipelines

10 Tools for Developing Pipelines

11 Tools to Manage Pipelines in Production

12 Recommending Recommendations: A Recommender

System Using Natural Language Understanding

Bibliography

Index
scientific computing;R;Python;code;algorithms;computer vision;natural language processing;DBSCAN Cluster Algorithm;Software Defined Networking;Distributed Version Control Systems;Hyperparameter Tuning;Vice Versa;Version Control Systems;Jupyter Notebooks;Machine Learning Framework;Machine Learning Models;Glue Code;DBSCAN;Machine Learning;Deep Neural Networks;Machine Learning Software;Version Control;Technical Debt;Apache Spark;Machine Learning Systems;Non-zero Cells;Cpu Core;Cpu Cache;System Ram;Deep Neural Network Models;Floating Point Variables