Covers Data Science concepts, processes, and the real-world hands-on use cases. KEY FEATURES ● Covers the journey from a basic programmer to an effective Data Science developer. ● Applied use of Data Science native processes like CRISP-DM and Microsoft TDSP. ● Implementation of MLOps using Microsoft Azure DevOps. DESCRIPTION "How is the Data Science project to be implemented?" has never been more conceptually sounding, thanks to the work presented in this book. This book provides an in-depth look at the current state of the world's data and how Data Science plays a pivotal role in everything we do. This book explains and implements the entire Data Science lifecycle using well-known data science processes like CRISP-DM and Microsoft TDSP. The book explains the significance of these processes in connection with the high failure rate of Data Science projects. The book helps build a solid foundation in Data Science concepts and related frameworks. It teaches how to implement real-world use cases using data from the HMDA dataset. It explains Azure ML Service architecture, its capabilities, and implementation to the DS team, who will then be prepared to implement MLOps. The book also explains how to use Azure DevOps to make the process repeatable while we're at it. By the end of this book, you will learn strong Python coding skills, gain a firm grasp of concepts such as feature engineering, create insightful visualizations and become acquainted with techniques for building machine learning models. WHAT YOU WILL LEARN ● Organize Data Science projects using CRISP-DM and Microsoft TDSP. ● Learn to acquire and explore data using Python visualizations. ● Get well versed with the implementation of data pre-processing and Feature Engineering. ● Understand algorithm selection, model development, and model evaluation. ● Hands-on with Azure ML Service, its architecture, and capabilities. ● Learn to use Azure ML SDK and MLOps for implementing real-world use cases. WHO THIS BOOK IS FOR This book is intended for programmers who wish to pursue AI/ML development and build a solid conceptual foundation and familiarity with related processes and frameworks. Additionally, this book is an excellent resource for Software Architects and Managers involved in the design and delivery of Data Science-based solutions. TABLE OF CONTENTS 1. Data Science for Business 2. Data Science Project Methodologies and Team Processes 3. Business Understanding and Its Data Landscape 4. Acquire, Explore, and Analyze Data 5. Pre-processing and Preparing Data 6. Developing a Machine Learning Model 7. Lap Around Azure ML Service 8. Deploying and Managing Models
At a time when ordinary courage has become rare, one has to look up to the lives of those who stood for dissent in the colonial era. Back in the 19th century, Justice Syed Mahmood, son of the great social reformer Sir Syed Ahmad Khan, became the first judge to resist colonial power by espousing the cause of judicial independence. At the age of just 32, he not only remains the youngest, but also the first Indian Muslim and first north Indian to be appointed as a High Court judge in India. Endowed with a judicial acuity ahead of his times, a number of his dissents were later accepted by the courts, and continue to be the law. This book chronicles the triumphs and tragedies of Syed Mahmood's life, and his contribution in shaping the consciousness of post 1857 India. With an impressive array of research, perception and analysis, the book succeeds in exhuming a seminal figure from the dust of history, and showcases the past speaking to the present.
AN AMAZING ESCAPE TO PARADISE is a marvelous gift for someone, who wants to enlighten himself with the wonders of the mysterious spiritual world. It is a Noahs lifesaving Ark, for the Western World, because it presents a proper solution for its diminishing demographics. Based on the Holy Bible, it presents the Real Christianity as presented by Christ, along with important issues such as Morality, Spirituality, the State of man death, Journey toward world hereafter, Philosophy of hell and heaven, the Antichrist, and the Sources of Divine knowledge. It also draws curtains regarding the Second coming of the Messiah, Jesus Christ.
Hazrat Sahibzada Mirza Nasir Ahmad(rta) after having been elected as Khalifatul Masih III, the head of the Ahmadiyya Muslim Community, visited six countries of West Africa—Nigeria, Ghana, Ivory Coast, Liberia, The Gambia and Sierra Leone—in 1970. During his tour he also launched the blessed Nusrat Jahan Scheme (otherwise called Africa Leap Forward) while he was in The Gambia. The object of the scheme was and is to serve African nations by the Ahmadiyya contributions to open schools and hospitals etc. On his return to Pakistan, he gave an account of this tour of his in this Friday sermon, dated June 12, 1970.
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