{"title":"Sridhar Alla","description":null,"products":[{"product_id":"beginning-mlops-with-mlflow-book-sridhar-alla-9781484265482","title":"Beginning MLOps with MLFlow","description":"Integrate MLOps principles into existing or future projects using MLFlow, operationalize your models, and deploy them in AWS SageMaker, Google Cloud, and Microsoft Azure. ​This book guides you through the process of data analysis, model construction, and training. The authors begin by introducing you to basic data analysis on a credit card data set and teach you how to analyze the features and their relationships to the target variable. You will learn how to build logistic regression models in scikit-learn and PySpark, and you will go through the process of hyperparameter tuning with a validation data set. You will explore three different deployment setups of machine learning models with varying levels of automation to help you better understand MLOps. MLFlow is covered and you will explore how to integrate MLOps into your existing code, allowing you to easily track metrics, parameters, graphs, and models. You will be guided through the process of deploying and querying your models with AWS SageMaker, Google Cloud, and Microsoft Azure. And you will learn how to integrate your MLOps setups using Databricks.          What You Will Learn        Perform basic data analysis and construct models in scikit-learn and PySpark Train, test, and validate your models (hyperparameter tuning) Know what MLOps is and what an ideal MLOps setup looks like Easily integrate MLFlow into your existing or future projects Deploy your models and perform predictions with them on the cloud                 Who This Book Is For Data scientists and machine learning engineers who want to learn MLOps and know how to operationalize their models","brand":"WoB","offers":[{"title":"GB \/ LIKE_NEW \/ INTERNAL","offer_id":49586339840273,"sku":"GOR011374923","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"GB \/ NEW \/ INGRAM","offer_id":52452480942353,"sku":"NLS9781484265482","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"US \/ NEW \/ INGRAM","offer_id":52748959613201,"sku":"NIN9781484265482","price":0.0,"currency_code":"GBP","in_stock":false},{"title":"US \/ LIKE_NEW \/ SBYB","offer_id":53042542674193,"sku":"CIN1484265483LN","price":0.0,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/1484265483.jpg?v=1751306699"},{"product_id":"big-data-analytics-with-hadoop-3-book-sridhar-alla-9781788628846","title":"Big Data Analytics with Hadoop 3","description":"Explore big data concepts, platforms, analytics, and their applications using the power of Hadoop 3  About This Book  • Learn Hadoop 3 to build effective big data analytics solutions on-premise and on cloud • Integrate Hadoop with other big data tools such as R, Python, Apache Spark, and Apache Flink • Exploit big data using Hadoop 3 with real-world examples  Who This Book Is For  Big Data Analytics with Hadoop 3 is for you if you are looking to build high-performance analytics solutions for your enterprise or business using Hadoop 3's powerful features, or you're new to big data analytics. A basic understanding of the Java programming language is required.  What You Will Learn  • Explore the new features of Hadoop 3 along with HDFS, YARN, and MapReduce • Get well-versed with the analytical capabilities of Hadoop ecosystem using practical examples • Integrate Hadoop with R and Python for more efficient big data processing • Learn to use Hadoop with Apache Spark and Apache Flink for real-time data analytics • Set up a Hadoop cluster on AWS cloud • Perform big data analytics on AWS using Elastic Map Reduce  In Detail  Apache Hadoop is the most popular platform for big data processing, and can be combined with a host of other big data tools to build powerful analytics solutions. Big Data Analytics with Hadoop 3 shows you how to do just that, by providing insights into the software as well as its benefits with the help of practical examples. Once you have taken a tour of Hadoop 3's latest features, you will get an overview of HDFS, MapReduce, and YARN, and how they enable faster, more efficient big data processing. You will then move on to learning how to integrate Hadoop with the open source tools, such as Python and R, to analyze and visualize data and perform statistical computing on big data. As you get acquainted with all this, you will explore how to use Hadoop 3 with Apache Spark and Apache Flink for real-time data analytics and stream processing. In addition to this, you will understand how to use Hadoop to build analytics solutions on the cloud and an end-to-end pipeline to perform big data analysis using practical use cases. By the end of this book, you will be well-versed with the analytical capabilities of the Hadoop ecosystem. You will be able to build powerful solutions to perform big data analytics and get insight effortlessly.  Style and approach  Filled with practical examples and use cases, this book will not only help you get up and running with Hadoop, but will also take you farther down the road to deal with Big Data Analytics","brand":"WoB","offers":[{"title":"- \/ - \/ -","offer_id":51052338413841,"sku":"","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"US \/ NEW \/ INGRAM","offer_id":51052340773137,"sku":"NIN9781788628846","price":0.0,"currency_code":"GBP","in_stock":true},{"title":"GB \/ NEW \/ INGRAM","offer_id":52535494410513,"sku":"NLS9781788628846","price":0.0,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0784\/4072\/6801\/files\/1788628845.jpg?v=1751122118"}],"url":"https:\/\/www.worldofbooks.com\/collections\/author-books-by-sridhar-alla.oembed","provider":"World of Books ","version":"1.0","type":"link"}