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This book, filled with industryed 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.
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With computing power increasing exponentially and costs decreasing at the same time, there is no better time to learn machine learning using Python. Machine learning tasks that once required enormous processing power are now possible on desktop machines. However, machine learning is not for the faint of heart—it requires a good foundation in statistics, as well as programming knowledge. Python Machine Learning will help coders of all levels master one of the most in-demand programming skillsets in use today.
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Readers will get started by following fundamental topics such as an introduction to Machine Learning and Data Science. For each learning algorithm, readers will use a real-life scenario to show how Python is used to solve the problem at hand.
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AOMEI FoneTool is a free and easy-to-use iPhone, iPad, and iPod touch data management tool that allows you to quickly transfer iOS data and backup iPhone to PC for safety. It also supports data recovery, screen mirroring, and one-click system repair.
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All-In-One Key Finder Pro is the enterprise software to instantly recover license/CD keys of Windows, Office & 2000+ popular softwares.
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Introduction:
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In the world of digital documents, managing PDF files efficiently is paramount. Softdiv PDF Split and Merge is a versatile software solution designed to simplify the process of splitting, merging, and organizing your PDF documents. In this article, we'll explore the features, benefits, and reasons why Softdiv PDF Split and Merge is an essential tool for individuals and businesses seeking to streamline their PDF management.
Introducing Softdiv PDF Split and Merge:
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Introduction:
In the fast-evolving world of software, staying up to date with the latest versions is crucial for both security and performance. IObit Software Updater is a powerful and user-friendly tool designed to simplify the process of managing and updating your software. In this article, we'll explore the features, benefits, and reasons why IObit Software Updater is an essential solution for users looking to keep their PC optimized and secure.
Unveiling IObit Software Updater:
IObit Software Updater is a software management and updating tool developed by IObit, a well-known name in the field of PC optimization and utility software. This software is designed to streamline the process of updating, installing, and managing software on your PC.
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Introduction:
In the ever-connected world of smartphones and mobile devices, gaining access to your mobile's full potential is essential. EaseUS MobiUnlock Pro is a powerful software tool designed to help you unlock your mobile device's capabilities, bypass various locks, and regain control of your smartphone or tablet. In this article, we'll explore the features, benefits, and reasons why EaseUS MobiUnlock Pro is a must-have solution for users seeking to unlock and access their mobile devices effortlessly.
Introducing EaseUS MobiUnlock Pro:
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Introduction:
In the realm of music production and synthesis, innovation is the key to creating unique sounds and compositions. GiMeSpace TouchSpace Synth is a cutting-edge touch-based synthesizer that takes your music creation to the next level. In this article, we'll explore the features, benefits, and reasons why GiMeSpace TouchSpace Synth is an indispensable tool for musicians and producers looking to unleash their creative potential.
Discovering GiMeSpace TouchSpace Synth:
GiMeSpace TouchSpace Synth is an innovative software synthesizer developed by GiMeSpace, known for its innovative solutions. This synthesizer stands out for its intuitive touch-based interface, designed to offer a novel approach to sound design and music composition.
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