Advanced Forecasting with Python: With State-of-the-Art-Models Including LSTMs, Facebook’s Prophet, and Amazon’s DeepAR - Image 1

£40.49

Apress Advanced Forecasting with Python: With State-of-the-Art-Models Including LSTMs, Facebook’s Prophet, and Amazon’s DeepAR

Name: Advanced Forecasting with Python: With State-of-the-Art-Models Including LSTMs, Facebook's Prophet, and Amazon's DeepAR
Brand: Apress
Price: 40.49 GBP
Availability: InStock

AI & Machine Learning

This is the most expensive it has ever been. Walk away.

£40 today · previous high £40 · all-time low £32

NEW HERE?

Amazon shows you one price. We show you all of them.

Tosheroon watches Amazon prices so you don't have to. Every product on Amazon has a price history — we make it visible. Set the price you'd actually pay, and we'll email you the second it gets there. No app, no account, one email.

WHAT'S ON THIS PAGE

↓ Price chart
when this has been cheap or pricey

↓ Forecast
where the price is heading next

↓ Statistics
all-time high & low, recent range

↑ Price alert
name your number, we'll email you

Price History & Forecast

Grey patches = out of stock. Cheaper = lower on the chart. Hover for exact prices.

Last 565 days • 565 data points (No recent data available)

Historical

Generating forecast...

Price Distribution

Price distribution over 565 days • 5 price ranges

Days at Price

Current Price

Price Analysis

Most common range: £35-37 (300 days, 53.1%)

Price range: £32 - £40

Price levels: 5 price ranges over 565 days

Description

Cover all the machine learning techniques relevant for forecasting problems, ranging from univariate and multivariate time series to supervised learning, to state-of-the-art deep forecasting models such as LSTMs, recurrent neural networks, Facebook’s open-source Prophet model, and Amazon’s DeepAR model. Rather than focus on a specific set of models, this book presents an exhaustive overview of all the techniques relevant to practitioners of forecasting. It begins by explaining the different categories of models that are relevant for forecasting in a high-level language. Next, it covers univariate and multivariate time series models followed by advanced machine learning and deep learning models. It concludes with reflections on model selection such as benchmark scores vs. understandability of models vs. compute time, and automated retraining and updating of models. Each of the models presented in this book is covered in depth, with an intuitive simple explanation ofthe model, a mathematical transcription of the idea, and Python code that applies the model to an example data set. Reading this book will add a competitive edge to your current forecasting skillset. The book is also adapted to those who have recently started working on forecasting tasks and are looking for an exhaustive book that allows them to start with traditional models and gradually move into more and more advanced models. What You Will Learn Carry out forecasting with Python Mathematically and intuitively understand traditional forecasting models and state-of-the-art machine learning techniques Gain the basics of forecasting and machine learning, including evaluation of models, cross-validation, and back testing Select the right model for the right use case Who This Book Is For The advanced nature of the later chapters makes the book relevant for appliedexperts working in the domain of forecasting, as the models covered have been published only recently. Experts working in the domain will want to update their skills as traditional models are regularly being outperformed by newer models.

Product Specifications

Brand: Apress
Format: paperback
ASIN: 1484271491
Category: Books > Subjects > Computing & Internet > Computer Science > AI & Machine Learning
Domain: Amazon UK
Release Date: 03 July 2021
Listed Since: 01 May 2021

Barcode

No barcode data available

Apress Advanced Forecasting with Python: With State-of-the-Art-Models Including LSTMs, Facebook’s Prophet, and Amazon’s DeepAR

This is the most expensive it has ever been. Walk away.

Price History & Forecast

Price Distribution

Price Analysis

Description

Product Specifications

Barcode

Similar Products You Might Like

Time Series Forecasting in Python

Advanced Time Series Data Analysis: Forecasting Using EViews

Modern Time Series Forecasting with Python: Industry-ready machine learning and deep learning time series analysis with PyTorch and pandas

Judgment in Predictive Analytics: 343 (International Series in Operations Research & Management Science, 343)

Business Forecasting: A Practical Approach

Introduction to Time Series Analysis and Forecasting (Wiley Series in Probability and Statistics)

Forecasting: principles and practice

Introduction to Time Series Analysis and Forecasting (WILEY SERIES IN PROB & STATISTICS/see 1345/6,6214/5)

Principles of Forecasting: A Handbook for Researchers and Practitioners: 30 (International Series in Operations Research & Management Science, 30)

Advances in Business and Management Forecasting: 5

Forecasting: Principles and Practice

Forecasting and Market Analysis Techniques: A Practical Approach

Demand Forecasting for Executives and Professionals

Forecasting, Time Series, and Regression (with CD-ROM)

Introduction to Time Series Analysis and Forecasting

Forecasting for Economics and Business (The Pearson Series in Economics)

Advances in Business and Management Forecasting: 4

Forecasting (3rd Ed.)

Advances in Business and Management Forecasting: 3

Economic Forecasting

Forecasting in Business and Economics (Economic Theory, Econometrics, and Mathematical Economics)

How to Forecast: A Guide for Business: A Guide for Business (Routledge Revivals)

Handbook of Economic Forecasting, Vol 2B: Volume 2b

Handbook of Economic Forecasting, Vol 2A: Volume 2a