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Decoding Machine Learning. Understanding algorithms through math and Python implementation (en Anglais)
Meetu Malhotra;Rajeev Kumar (Auteur)
·
BPB Publications
· Couverture souple
Decoding Machine Learning. Understanding algorithms through math and Python implementation (en Anglais) - Meetu Malhotra;Rajeev Kumar
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Importé
to France
Livraison: 26 nov. - 30 nov.
Expédition: 5 a 6 jours ouvrés
37,88 €
Plus rapide Livre neuf
Importé
to France
Livraison: 20 nov. - 24 nov.
Expédition: 1 a 2 jours ouvrés
38,69 €
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37,88 €
38,69 €
Critique du livre "Decoding Machine Learning. Understanding algorithms through math and Python implementation (en Anglais)"
The book systematically covers foundational to advanced data science concepts through structured programming implementations. It begins with machine learning fundamentals and exploratory data analysis using NumPy and Pandas, then covers the math behind supervised algorithms like linear regression and unsupervised clustering techniques like K-means. You will master ensemble learning architectures like XGBoost, time series forecasting with FBProphet, automated hyperparameter optimization using the Optuna framework, and imbalanced data corrections via SMOTE. The book concludes with a specialized bonus chapter that breaks down the math behind multi-head self-attention mechanisms and fine-tuning strategies within large language model transformer architectures using the Hugging Face ecosystem.
By the end of this book, readers will be able to move confidently from raw data to working models. They will possess practical skills in data preparation, model building, evaluation, and optimization, giving them the confidence to solve complex, data-driven software engineering problems in real-world scenarios.
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Tous les livres de notre catalogue sont Originaux.
Le livre est écrit en Anglais.
La reliure de cette édition est Couverture souple.
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