Modern Time Series Forecasting with Python - Explore industry-ready time series forecasting using modern machine learning and deep learning

Manu Joseph

Sinossi

We live in a serendipitous era where the explosion in the quantum of data collected and a renewed interest in data-driven techniques such as machine learning (ML), has changed the landscape of analytics, and with it, time series forecasting. This book, filled with industry-tested tips and tricks, takes you beyond commonly used classical statistical methods such as ARIMA and introduces to you the latest techniques from the world of ML.
This is a comprehensive guide to analyzing, visualizing, and creating state-of-the-art forecasting systems, complete with common topics such as ML and deep learning (DL) as well as rarely touched-upon topics such as global forecasting models, cross-validation strategies, and forecast metrics. You’ll begin by exploring the basics of data handling, data visualization, and classical statistical methods before moving on to ML and DL models for time series forecasting. This book takes you on a hands-on journey in which you’ll develop state-of-the-art ML (linear regression to gradient-boosted trees) and DL (feed-forward neural networks, LSTMs, and transformers) models on a real-world dataset along with exploring practical topics such as interpretability.
By the end of this book, you’ll be able to build world-class time series forecasting systems and tackle problems in the real world.

Disponibile da: 24/11/2022.

Lunghezza di stampa: 552 pagine.

Scienze e tecnologia

Altri libri che potrebbero interessarti

Plato's Phaedrus

Plato

Plato's dialogues frequently treat several topics and show their connections to each other. Phaedrus is a model of that skill because of its seamless progression from examples of speeches about the nature of love to mythical visions of human nature and destiny to the essence of beauty and, finally, to a penetrating discussion of speaking and writing. It ends with an examination of the love of wisdom as a dialectical activity in the human mind.Phaedrus lures Socrates outside the walls of Athens, where he seldom goes, by promising to share a new work by his friend and mentor, Lysias, a famous writer of speeches. This dialogue provides a powerful example of the dialectical writing that Plato uses to manifest ideas that are essential to human existence and to living a good life. Phaedrus shows how oral and written forms of language relate to each other and to philosophy. It simultaneously embodies the entire process in some of the greatest poetry ever written.© Agora Publications

Mostra libro

Touchpad Play Ver 20 Class 4

Team Orange

Computer Science Textbook | Windows 10 & MS Office 2016

KEY FEATURES
- National Education Policy 2020
- Tech Funda: This section provides practical information or tip to the students.
- Clickipedia: This section provides interesting computer facts.
- Hands-On: This section contains an activity for the Home assignment.
- QR Code: Scan the QR Code given on the first page of each chapter to start chapter animation.
- Project Work: This is an assessment to challenge the students to apply the concepts learnt.
- Digital Resources

DESCRIPTION
In the modern era, we are dependent on technology for almost every aspect of our lives. Computers are a major part of this technology assisted life, as we have now developed ways to do most of the essential tasks on a computer. Computer science is no longer limited to theories and lectures, it has now become an important part of our lives.

Touchpad PLAY (Version 2.0) series, based on Windows 10 and MS Office 2016, is designed carefully keeping in mind the overall growth of the children. The simple and step-by-step approach used in this book makes the content very easy to understand for the students.

The students will face a global competition once they step out of the school so they should be updated with the latest technologies which holds a promising future in the times to come. The best way to learn is, to do it through fun-filled activities. To make content interesting through the course of the book, we have included key features like Student Corner, Tech Funda, Clickipedia, Comp Caution, Exercise, In The Lab (Subject Enrichment), Teacher’s Corner, Worksheet, Test Sheet, Project Work, Explore More, Keyboard Shortcuts and Glossary.

Sample questions of Orange Global Olympiad (Cyber) have been included to promote awareness about the national level competition.

These features will ensure better learning, assessment, evaluation and enable children to take their knowledge beyond the classroom.

We hope that the book enables the children to learn the concepts with not only the purpose of gaining knowledge but also to be able to find its applications. We look forward to any suggestions for improving the book.

WHAT WILL YOU LEARN
You will learn about:
- Fundamentals of computers
- ICT Tools
- Features of Computer
- Parts and Uses of Computer
- Tux Paint

WHO THIS BOOK IS FOR
Grade 4

TABLE OF CONTENTS
1. The Computer— An Overview
2. Personalizing Windows 10
3. Formatting in Word 2016
4. Graphics and Tables in Word 2016
5. Introduction to PowerPoint 2016
6. Working with Powerpoint 2016
7. More on Internet
8. More Blocks in Scratch
The AI Corner!
Periodic Assessment 4
Test Sheet 2
Project Work
Explore More (Evolution of Windows)
OGO Cyber Sample Questions
Glossary

Mostra libro

Automation Technology

Introbooks Team

Automation is a well-known technology which is widespread and used across the world. With the help of this technology, a lot can be achieved which seems to be a difficult task. It is an overwhelming technology which has a lot to offer to the human race. Automation is popular everywhere and is used in several industries. These industries are also responsible for making the efficient use of the Automation Technology. It is fascinating to understand and know more about this tremendous technology which has not only evolved in the past but has also emerged and enhanced so that it can be a feasible, accessible and useful for everyone. The automation or the automatic system is responsible for making a lot of things easier. The use of automation in the various sectors helps in maintaining the important data, finances etc of an industry. It is a high-profile technique which is responsible for decreasing the need for Manpower. There is a lot more to know and understand about this technology so go on.

Mostra libro

Readiest

Christian Cassarly

Christian Cassarly is a Registered Nurse, who craftily snuck into this book all of the best Diagnosis from the Nursing field and simplified them for everyone to use in their own life to achieve next level success! 
Readiest is more than a book—it’s a spiritual and psychological toolkit for those who refuse to be caught unprepared again. In a world of unpredictability, injustice, trauma, and distraction, Readiest equips you with the mindset, emotional clarity, and divine anchoring to move with confidence and purpose—no matter what comes. 
Blending personal testimony, spiritual strategy, clinical insight, and prophetic truth, Christian Cassarly delivers a life-altering message: readiness is your birthright, your protection, and your power. What You’ll Discover:How to identify your internal and external readiness levels—spiritually, mentally, emotionally, and financiallyWhy Jesus Christ is the ultimate model of readiness, and how to align with His posture of peace and powerTools to break free from trauma cycles and emotional unpreparedness that sabotage your futureDiagnoses like “Readiness for Enhanced Self-Concept,” “Spiritual Wellness,” “Decision-Making,” and “Coping” that help you self-assess and self-correctHow to fortify your mind, prepare your body, and speak protection over your home, legacy, and callingReal-world application blended with deep spiritual insight—crafted to heal, equip, and empower Who It’s For:Those who’ve been unjustly targeted, spiritually attacked, or emotionally drainedVisionaries, believers, survivors, and leaders who feel the weight of their assignmentAnyone ready to stop reacting and start moving with divine strategy and mental sharpness

Mostra libro

Euclid: The Life and Legacy of...

Charles River Editors

Of the many mathematical advances made by the Greeks, none rival those established by Euclid of Alexandria, who likely remains the most famous ancient mathematician despite the fact little is actually known about his life. He revolutionized geometry, mathematics, and astronomy in Alexandria, Egypt, around 300 BCE, yet left almost no clues about his life story. Historians know he was a trailblazing mathematician and dabbled in astronomy because he wrote many books on these topics, and a 13-book treatise of his has survived, along with four other books. Thus, it’s clear what Euclid learned and knew, but virtually nothing is known about how his life unfolded or what he was like as a person.  
	To this day for many students, geometry class was the first time discovering that mathematics is more than calculating numbers. Some may have expected to study shapes, sizes, positions, and the properties of space, but perhaps for the first time, a geometry class required proving why the calculations were true through rigorous, logical arguments using definitions, postulates, and theorems. For countless students, it is excruciating, while others find it fascinating. Either way, the person to thank (or blame) for that is Euclid.  
	Often called the “Father of Geometry,” Euclid’s influence is so pervasive that his book, The Elements, was the primary math manual for over 2,000 years. It was not a “textbook” in the modern sense, as it did not have problem sets, word problems, or diagrams for practice, but it was a foundational reference and logical guide that students had to read, memorize, and demonstrate. In both the Western and Islamic worlds, Euclid’s Elements was the standard geometry text for almost every educated person until the 19th century.

Mostra libro

Spring

Eileen Budd

The first in a series of Seasonal Folklore collections by Scottish storyteller Eileen Budd.  A collection of Scottish Spring stories to accompany nature’s reawakening.   
These traditional tales introduce the plants, animals and spirits of the season and remind us of our roots in the natural world and the enduring connection between the land and its legends.  In the Spring collection, discover: Tales of the Cailleach, Scotland’s mother goddess, who wields the power of frost and snow; The legends of the cuckoo, whose spring return could bring good or ill for the coming year; And myths of the mysterious stones once believed to be portals between worlds; and more.  Seasonal Folklore by Eileen Budd is a collection of Scottish stories, passed down through her family, and shared with you each season, to mark the cycles of nature.

Mostra libro