LEARN SUPERVISED ALGORITHMS: Master Linear Regression, Logistic Regression, and Classification in Data Science
เบเปเบฝเบงเบเบฑเบเบเบถเปเบก e-book เบเบตเป
This book is ideal for professionals, students, and specialists seeking technical mastery in supervised machine learning with a focus on direct application, automation, and integration with global platforms. Learn to implement algorithms such as linear regression, logistic regression, and classification using established frameworks like Scikit-learn, TensorFlow, PyTorch, and native integration with AWS, Azure, Google Cloud, Databricks, Jupyter, BigQuery, and S3 environments. The content covers everything from data preparation and feature engineering, automatic feature selection, and hyperparameter tuning to automated deployment and model monitoring in corporate CI/CD pipelines. Includes:
โข Modeling with Scikit-learn, TensorFlow, PyTorch, and Databricks integration
โข Workflow integration with AWS, Azure, Google Cloud, BigQuery, S3
โข Creation and automation of classification and regression pipelines
โข Cross-validation, hyperparameter tuning, and advanced evaluation
โข Model deployment and monitoring with MLOps and Airflow
โข Scalable feature engineering and data preparation
โข Practical examples with Jupyter, collaborative notebooks, and APIs
By the end, you will have the expertise to execute complete supervised machine learning projects, integrating market-leading tools and delivering professional, scalable solutions ready for cloud environments.
Content reviewed by A.I. with technical supervision.
scikit-learn, tensorflow, pytorch, aws, azure, google cloud, databricks, bigquery, s3, airflow, mlops, pipelines, classification, regression, automation, feature engineering, notebooks, deploy
เบเปเบฝเบงเบเบฑเบเบเบนเปเบเบฝเบ
Diego Rodrigues
Technical Author and Independent Researcher
ORCID: https://orcid.org/0009-0006-
StudioD21 Smart Tech Content & Intell Systems
Email:studiod21portoalegre@
LinkedIn: linkedin.com/in/diegoexpertai
International technical author (tech writer)focusing on the structured production of applied knowledge. He is the founder of StudioD21 Smart Tech Content & Intell Systems, where he leads the creation of intelligent frameworks and the publication of technical textbooks supported by artificial intelligence, such as the Kali Linux Extreme and SMARTBOOKS D21 series, among others.
Holder of 42 international certifications issued by institutions such as IBM, Google, Microsoft, AWS, Cisco, META, Ec-Council, Palo Alto and Boston University, he works in the fields of Artificial Intelligence, Machine Learning, Data Science, Big Data, Blockchain, Connectivity Technologies, Ethical Hacking and Threat Intelligence.
Since 2003, he has developed more than 200 technical projects for brands in Brazil, the US, and Mexico. By 2024, he had established himself as one of the leading authors of new-generation technical books, with over 180 titles published in six languages. His work is based on his proprietary TECHWRITE 2.3 applied technical writing protocol, which focuses on scalability, conceptual precision, and practical applicability in professional settings.
