Ultimate Machine Learning with Scikit-Learn - Unleash the Power of Scikit-Learn and Python to Build Cutting-Edge Predictive Modeling Applications and Unlock Deeper Insights Into Machine Learning

Parag Saxena

Summary

Master the Art of Data Munging and Predictive Modeling for Machine Learning with Scikit-Learn
Book Description
“Ultimate Machine Learning with Scikit-Learn” is a definitive resource that offers an in-depth exploration of data preparation, modeling techniques, and the theoretical foundations behind powerful machine learning algorithms using Python and Scikit-Learn.
Beginning with foundational techniques, you'll dive into essential skills for effective data preprocessing, setting the stage for robust analysis. Next, logistic regression and decision trees equip you with the tools to delve deeper into predictive modeling, ensuring a solid understanding of fundamental methodologies. You will master time series data analysis, followed by effective strategies for handling unstructured data using techniques like Naive Bayes.
Transitioning into real-time data streams, you'll discover dynamic approaches with K-nearest neighbors for high-dimensional data analysis with Support Vector Machines(SVMs). Alongside, you will learn to safeguard your analyses against anomalies with isolation forests and harness the predictive power of ensemble methods, in the domain of stock market data analysis.
By the end of the book you will master the art of data engineering and ML pipelines, ensuring you're equipped to tackle even the most complex analytics tasks with confidence.
Table of Contents
1. Data Preprocessing with Linear Regression
2. Structured Data and Logistic Regression
3. Time-Series Data and Decision Trees
4. Unstructured Data Handling and Naive Bayes
5. Real-time Data Streams and K-Nearest Neighbors
6. Sparse Distributed Data and Support Vector Machines
7. Anomaly Detection and Isolation Forests
8. Stock Market Data and Ensemble Methods
9. Data Engineering and ML Pipelines for Advanced Analytics
Index

Available since: 06/05/2024.

Science & Technology

Other books that might interest you

Streaming Data Mesh - A Model...

Hubert Dulay, Stephen Mooney

Data lakes and warehouses have become increasingly fragile, costly, and difficult to maintain as data gets bigger and moves faster. Data meshes can help your organization decentralize data, giving ownership back to the engineers who produced it. This book provides a concise yet comprehensive overview of data mesh patterns for streaming and real-time data services. 
 
 
 
Authors Hubert Dulay and Stephen Mooney examine the vast differences between streaming and batch data meshes. Data engineers, architects, data product owners, and those in DevOps and MLOps roles will learn steps for implementing a streaming data mesh, from defining a data domain to building a good data product. Through the course of the book, you'll create a complete self-service data platform and devise a data governance system that enables your mesh to work seamlessly. 
 
 
 
With this book, you will design a streaming data mesh using Kafka; learn how to identify a domain; build your first data product using self-service tools; apply data governance to the data products you create; learn the differences between synchronous and asynchronous data services; and implement self-services that support decentralized data.

Show book

Helicopter Private Pilot

07

This audiobook is narrated by an AI Voice.   
Being a pilot implies having the ability to operate an aircraft under normal and abnormal conditions. Pilot is anyone who is able to fly the machine from one place to another safely. So far there are no differences between an airplane pilot and a helicopter pilot, as both machines are considered aircraft. The only difference between these classes of aircraft is that an airplane is a fixed-wing aircraft and a helicopter is a rotary-wing aircraft. 
The purpose of this manual will be to supply the reader with all the basic knowledge to operate a rotary-wing aircraft or helicopter. To achieve this goal it is necessary to study the theoretical principles of flight is this class of aircraft, its operation, its different components and everything that differentiates it from an airplane. 
In these pages the reader will find a theoretical and practical summary of different studies and manuals carried out on the subject, all information studied and carried out by professional helicopter pilots, who today provide their help to achieve a simple and complete aeronautical material.

Show book

Rhinoceros Giants - The...

Donald R. Prothero

Written for everyone fascinated by the huge beasts that once roamed the earth, this book introduces the giant hornless rhinoceros, Indricotherium. These massive animals inhabited Asia and Eurasia for more than 14 million years, about 37 to 23 million years ago. They had skulls six feet long, stood twenty-two feet high at the shoulder, and were twice as heavy as the largest elephant ever recorded, tipping the scales at 44,100 pounds. Fortunately, the big brutes were vegetarians. Donald R. Prothero tells their story, from their discovery just a century ago to the latest research on how they lived and died.

Show book

Hypnosis for weight loss...

Stuart Newman

Hypnosis for weight loss with DST Hypno and Stu Newman is an effective way to create a subconscious motivation to eat healthily.  
Through hypnotherapy, you can re-program your mind so that you are more likely to make healthier food choices.  
This process helps you break free from unhealthy habits, such as binge eating or emotional eating.  
With the help of Stu Newman’s experienced guidance, he will guide your mind into a relaxed state in order for positive suggestions about healthy living and nutrition to be accepted by your subconscious mind.  
In addition, this type of therapy also enables you to identify any underlying issues which may have been causing cravings for unhealthy foods in the first place; thus allowing them to be addressed and resolved effectively over time.  
So if you're looking for an effective way of creating lasting change when it comes achieving long term weight loss goals then hypnosis is certainly worth considering!

Show book

Data Lake - Comprehensive...

Alan Murray

"Data Lakes: Comprehensive Strategies for Architecting, Managing, and Leveraging Data Lakes for Scalable Analytics, Enhanced Data Integration, and Advanced Insights Across Modern Enterprises"
In the age of big data, organizations are increasingly turning to data lakes as a powerful solution for managing and analyzing vast amounts of diverse information. "Mastering Data Lakes" provides an in-depth exploration of this essential technology, offering readers a thorough understanding of how to effectively build, manage, and leverage data lakes to drive business success.
This comprehensive guide takes you on a journey through the fundamental concepts of data lakes, contrasting them with traditional data warehouses to reveal their unique advantages. You’ll learn how to design and implement a data lake architecture tailored to your organization’s needs, including strategies for data ingestion, storage, and metadata management.
Delve into the intricacies of data quality, governance, and security to ensure that your data lake remains reliable and compliant. Explore advanced topics such as real-time analytics, machine learning integration, and the emerging data lake house paradigm, which blends the best features of data lakes and data warehouses.
With practical insights and real-world case studies, this book illustrates how data lakes can be effectively used across various industries, from retail to healthcare. You’ll gain valuable knowledge on overcoming common challenges, optimizing performance, and adopting best practices to maximize the value of your data assets.
"Data Lakes" equips you with the tools and expertise to harness the full potential of data lakes, transforming your organization’s data into actionable insights and competitive advantage.

Show book

Raised Naturally - A Parent’s...

Ava Green

Discover relief the natural way — know which herbs can help your kid recover from common illnesses with these at-home remedies. 
Worse is, around 100,000 deaths every year in the US are caused by taking pharmaceutical drugs, as stated by US News. 
With that in mind, would you risk the health of your child by having them take these modern drugs? 
If you want a guide that presents a step-by-step process on how you can use herbs to remedy different illnesses your child may experience, then you can count on Raised Naturally. Inside, you will discover:Why many people are still skeptical about herbal medicine — and why you should turn to herbalism How to make the herbal tea that can help increase your breast milk supplyHow to identify whether or not your child is allergic to a particular herb without compromising their healthHow to create herbal baths to remedy chickenpox and irritating rashesFun and yummy herbal remedies for children to boost their immunity — and how to make them at homeHow to store your herbal mixtures to keep them fresh for as long as possibleThe herbal tea that is nutritious and safe to drink when you are breastfeeding — give yourself the nutrients you need to nourish your babyHow to calm an upset stomach by drinking this simple herbal tea — and how to make itWhat herbs to use to make marshmallow snacks for your kid — it eases a sore throat and fights inflammation10 things to consider to determine the proper dosage of herbal solutions 
And much more.  
Your child deserves only the best things in life. Let them experience the miracles and wonders of nature’s soothing power.Discover how to help your kid grow up strong and healthy using natural solutions.

Show book