Learn how to forecast cryptocurrency market with Prophet model, time series decomposition, Random Forest, and XGBoost
Sub Category
- Financial Modeling & Analysis
{inAds}
Objectives
- Learn basic fundamentals of cryptocurrency market forecasting, such as getting to know crypto market characteristics and forecasting models that will be used
- Learn how to build forecasting model using Prophet
- Learn how to build forecasting model using time series decomposition
- Learn how to build forecasting model using machine learning, specifically Random Forest and XGBoost algorithm
- Learn how to evaluate the accuracy and quality of the forecasting models using prediction interval coverage, component analysis, and feature importance analysis
- Learn math and logics behind prophet forecasting model, such as getting to know trend factor, seasonality component, and holiday component
- Learn math and logics behind time series decomposition model, such as getting to know trend component, seasonal component, and residual component
- Learn how to split dataset using Random Forest algorithm and learn how to calculate Gini Impurity
- Learn several factors that can potentially impact cryptocurrency market, such as circulating supply, transaction volume, liquidity, market cap, and security
- Learn how to clean datasets from missing values and duplicate values
- Learn how to detect outliers in the dataset
- Learn how to analyse and visualise daily and annual price volatility
- Learn how to detect market trend and calculate moving average
- Learn how to find correlation between price and volume using TensorFlow
- Learn how to analyze market sentiment using Spacy
- Learn how to forecast price using support vector regression
Pre Requisites
- No previous experience in cryptocurrency market forecasting is required
- No previous experience in time series or machine learning is required
- Willingness to learn and do a lot of experiment with complex dataset
FAQ
- Q. How long do I have access to the course materials?
- A. You can view and review the lecture materials indefinitely, like an on-demand channel.
- Q. Can I take my courses with me wherever I go?
- A. Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
{inAds}
Coupon Code(s)