Global Certificate in Predictive Analytics for Twitch
-- ViewingNowThe Global Certificate in Predictive Analytics for Twitch is a comprehensive course designed to equip learners with the essential skills for career advancement in the rapidly growing field of data analysis. This program focuses on Twitch, a leading video live streaming service, and teaches learners how to leverage predictive analytics to drive user engagement, increase viewer retention, and improve monetization strategies.
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⢠Introduction to Predictive Analytics: Basics of predictive analytics, data mining, and machine learning. Understanding the predictive analytics lifecycle.
⢠Data Preparation for Predictive Analytics: Data preprocessing, cleaning, and transformation techniques. Feature engineering and selection.
⢠Statistical Methods for Predictive Analytics: Descriptive and inferential statistics, probability distributions, and statistical tests.
⢠Predictive Modeling Techniques: Regression analysis, time series analysis, decision trees, and ensemble methods.
⢠Machine Learning Algorithms for Predictive Analytics: Supervised, unsupervised, and reinforcement learning algorithms. Deep learning and neural networks.
⢠Evaluation Metrics for Predictive Analytics: Model accuracy, precision, recall, F1 score, ROC curve, and AUC. Overfitting, underfitting, and model validation.
⢠Big Data Analytics with Twitch Data: Data acquisition, processing, and analysis using Twitch APIs and big data tools.
⢠Real-time Analytics for Twitch: Real-time data processing, visualization, and analysis. Real-time predictive modeling using stream processing tools.
⢠Ethics and Privacy in Predictive Analytics: Understanding ethical considerations, data privacy, and security in predictive analytics.
⢠Case Studies and Applications of Predictive Analytics: Real-world applications of predictive analytics in gaming and entertainment industries.
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