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Course Outline
ARIMA Models for Time Series Forecasting
Advanced Forecasting Techniques
Evaluating and Fine-tuning Forecast Models
Exploratory Data Analysis for Time Series
Introduction to Prophet for Time Series Forecasting
Introduction to Time Series Analysis
Real-world Applications of Time Series Analysis
Summary and Next Steps
- Case studies of time series forecasting
- Practical exercises with real-world datasets
- Next steps for time series analysis in Python
- Handling missing data in time series
- Multivariate time series forecasting
- Customizing forecasts with external regressors
- Overview of Prophet for time series forecasting
- Implementing Prophet models in Google Colab
- Handling holidays and special events in forecasting
- Overview of time series data
- Components of time series: trend, seasonality, noise
- Setting up Google Colab for time series analysis
- Performance metrics for time series forecasting
- Fine-tuning ARIMA and Prophet models
- Cross-validation and backtesting
- Understanding ARIMA (AutoRegressive Integrated Moving Average)
- Choosing parameters for ARIMA models
- Implementing ARIMA models in Python
- Visualizing time series data
- Decomposing time series components
- Detecting seasonality and trends
Requirements
Audience
- Data analysts
- Data scientists
- Professionals working with time series data
- Intermediate knowledge of Python programming
- Familiarity with basic statistics and data analysis techniques
21 Hours
Testimonials (5)
Hands-on examples allowed us to get an actual feel for how the program works. Good explanations and integration of theoretical concepts and how they relate to practical applications.
Ian - Archeoworks Inc.
Course - ArcGIS Fundamentals
All the topics which he covered including examples. And also explained how they are helpful in our daily job.
madduri madduri - Boskalis Singapore Pte Ltd
Course - QGIS for Geographic Information System
Actual application of spotfire and all basic functions.
Michael Capili - STMicroelectronics, Inc.
Course - Introduction to Spotfire
The thing I liked the most about the training was the organization and the location
Hamid Tuama - Ability with Innovation General Contracting (DMCC Branch)
Course - ArcGIS for Spatial Analysis
The intention of the speaker to explain and ensure everything is understood.
Jorge Andres Silva Cisternas - Industria De Conjuntos Mecanicos Aconcag
Course - Advanced Analytics with TIBCO Spotfire
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