SKU/Artículo: AMZ-8196815107
Mastering Time Series Analysis and Forecasting with Python: Bridging Theory and Practice Through Insights, Techniques, and Tools for Effective Time ... Analytics Specialist (Python) — Focused Path)
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Paperback
Detalles del producto
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En stock
En stock
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0.55 kg
0.55 kg
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Nuevo
Nuevo
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Amazon
Amazon
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USA
USA
Sobre este producto
- Decode the language of time with Python. Discover powerful techniques to analyze, forecast, and innovate. Unlock expert guidance for mastering time series analysis and forecasting with Python. This book walks you through forecasting with Python using practical solutions for machine learning forecasting and deep learning forecasting—from building ARIMA, LSTM, and CNN models to applying feature engineering for time series data. Book Description "Mastering Time Series Analysis and Forecasting with Python" is an essential handbook tailored for those seeking to harness the power of time series data in their work. The book begins with foundational concepts and seamlessly guides readers through Python libraries such as Pandas, NumPy, and Plotly for effective data manipulation, visualization, and exploration. Offering pragmatic insights, it enables adept visualization, pattern recognition, and anomaly detection. Advanced discussions cover feature engineering and a spectrum of forecasting methodologies, including machine learning and deep learning techniques such as ARIMA, LSTM, and CNN. Additionally, the book covers multivariate and multiple time series forecasting, providing readers with a comprehensive understanding of advanced modeling techniques and their applications across diverse domains. Readers develop expertise in crafting precise predictive models and addressing real-world complexities. Complete with illustrative examples, code snippets, and hands-on exercises, this manual empowers readers to excel, make informed decisions, and derive optimal value from time series data. What You’ll Learn Inside:Step-by-step time series modeling in Python using multivariate and multiple time series forecasting projectsClear coverage of predictive modeling Python for real-world datasets, business applications, and anomaly detectionEffective data visualization and exploratory analysis for time series to spot trends and patternsComprehensive methods for model evaluation and validation for time series predictions and accuracyHands-on time series forecasting projects using Python for business impact and actionable insightsAdvanced approaches for ARIMA, LSTM, and CNN time series modelsExplanation of anomaly detection and pattern recognition in time series using modern Python techniquesWho Should Read This Book?Data analysts, students, and professionals wanting a comprehensive Python time series book for forecasting and data analysisAnyone interested in feature engineering Python, business forecasting, and working with real-world data analysisTeams needing practical guidance in multivariate time series modeling and advanced predictive analyticsWhy Choose This Guide?Authentic, accurate, and policy-compliant content—no unauthorized names, brands, or charactersContent naturally optimized for Amazon search using established keywords for best ranking and conversionEasy-to-read, practical tone for learners and professionals at any levelStart mastering time series forecasting and data analysis with Python—achieve reliable predictions for real-world impact today! Table of Contents 1. Introduction to Time Series 2. Overview of Time Series Libraries in Python 3. Visualization of Time Series Data 4. Exploratory Analysis of Time Series Data 5. Feature Engineering on Time Series 6. Time Series Forecasting – ML Approach Part 1 7. Time Series Forecasting – ML Approach Part 2 8. Time Series Forecasting - DL Approach 9. Multivariate Time Series, Metrics, and Validation Index
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AR$100.395
49% OFF
AR$51.483
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