Tag: Forecasting

Modern Time Series Forecasting with Python


Free Download Modern Time Series Forecasting with Python: Explore industry-ready time series forecasting using modern machine learning and deep learning by Manu Joseph
English | November 24, 2022 | ISBN: 1803246804 | 552 pages | PDF | 25 Mb
Build real-world time series forecasting systems which scale to millions of time series by applying modern machine learning and deep learning concepts

(more…)

CRYPTOCURRENCY PRICE ANALYSIS, PREDICTION, AND FORECASTING USING MACHINE LEARNING WITH PYTHON


Free Download CRYPTOCURRENCY PRICE ANALYSIS, PREDICTION, AND FORECASTING USING MACHINE LEARNING WITH PYTHON by Vivian Siahaan, Rismon Hasiholan Sianipar
English | May 28, 2022 | ISBN: N/A | ASIN: B0B2MT6V71 | 476 pages | PDF | 15 Mb
In this project, we will be conducting a comprehensive analysis, prediction, and forecasting of cryptocurrency prices using machine learning with Python. The dataset we will be working with contains historical cryptocurrency price data, and our main objective is to build models that can accurately predict future price movements and daily returns.

(more…)

Ultimate Enterprise Data Analysis and Forecasting using Python


Free Download Ultimate Enterprise Data Analysis and Forecasting using Python
English | 2023 | ISBN: 8119416449 | 442 Pages | EPUB (True) | 18 MB
Embark on a transformative journey through the intricacies of time series analysis and forecasting with this comprehensive handbook. Beginning with the essential packages for data science and machine learning projects you will delve into Python’s prowess for efficient time series data analysis, exploring the core components and real-world applications across various industries through compelling use-case studies. From understanding classical models like AR, MA, ARMA, and ARIMA to exploring advanced techniques such as exponential smoothing and ETS methods, this guide ensures a deep understanding of the subject.

(more…)

Solar Irradiance and Photovoltaic Power Forecasting


Free Download Solar Irradiance and Photovoltaic Power Forecasting
English | 2024 | ISBN: 1032068124 | 682 Pages | PDF (True) | 31 MB
Forecasting plays an indispensable role in grid integration of solar energy, which is an important pathway toward the grand goal of achieving planetary carbon neutrality. This rather specialized field of solar forecasting constitutes both irradiance and photovoltaic power forecasting. Its dependence on atmospheric sciences and implications for power system operations and planning make the multi-disciplinary nature of solar forecasting immediately obvious. Advances in solar forecasting represent a quiet revolution, as the landscape of solar forecasting research and practice has dramatically advanced as compared to just a decade ago.

(more…)

Time Series Forecasting in Python


Free Download Time Series Forecasting in Python by Marco Peixeiro
English | November 15th, 2022 | ISBN: 161729988X | 456 pages | True EPUB (Retail Copy) | 17.14 MB
Build predictive models from time-based patterns in your data. Master statistical models including new deep learning approaches for time series forecasting.

(more…)

Service Parts Management Demand Forecasting and Inventory Control


Free Download Service Parts Management: Demand Forecasting and Inventory Control by Nezih Altay, Lewis A. Litteral
English | PDF (True) | 2011 | 315 Pages | ISBN : 085729038X | 4.9 MB
With the pressure of time-based competition increasing, and customers demanding faster service, availability of service parts becomes a critical component of manufacturing and servicing operations. Service Parts Management first focuses on intermittent demand forecasting and then on the management of service parts inventories. It guides researchers and practitioners in finding better management solutions to their problems and is both an excellent reference for key concepts and a leading resource for further research. Demand forecasting techniques are presented for parametric and nonparametric approaches, and multi echelon cases and inventory pooling are also considered. Inventory control is examined in the continuous and periodic review cases, while the following are all examined in the context of forecasting: * error measures, * distributional assumptions, and * decision trees. Service Parts Management provides the reader with an overview and a detailed treatment of the current state of the research available on the forecasting and inventory management of items with intermittent demand. It is a comprehensive review of service parts management and provides a starting point for researchers, postgraduate students, and anyone interested in forecasting or managing inventory.

(more…)

Time-Series Sales Forecasting And Prediction Using Machine Learning With Tkinter


Free Download Time-Series Sales Forecasting And Prediction Using Machine Learning With Tkinter
English | 2023 | ASIN : B0CJNXJ61X | 344 Pages | True EPUB | 17 MB
This project leverages the power of data visualization and exploration to provide a comprehensive understanding of sales trends over time. Through an intuitive GUI built with Tkinter, users can seamlessly navigate through various aspects of their sales data.

(more…)