Global Certificate in Launchpad: Predictive Analytics Essentials
-- अभी देख रहे हैंThe Global Certificate in Launchpad: Predictive Analytics Essentials is a comprehensive course that equips learners with essential skills in predictive analytics. This course is vital in today's data-driven world, where businesses rely on data to make informed decisions.
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पाठ्यक्रम विवरण
• Introduction to Predictive Analytics – Defining predictive analytics, understanding its importance, and exploring real-world applications. • Data Preparation for Predictive Modeling – Data collection, cleaning, transformation, and formatting for predictive modeling. • Descriptive & Diagnostic Analytics – Examining historical data, identifying trends, and understanding the root causes of specific outcomes. • Predictive Modeling Techniques – Regression analysis, decision trees, random forests, and neural networks. • Time Series Analysis & Forecasting – Understanding time series data, autoregressive integrated moving average (ARIMA), and exponential smoothing. • Machine Learning Algorithms – Supervised, unsupervised, and reinforcement learning, ensemble methods, and model evaluation metrics. • Big Data & Predictive Analytics – Handling large datasets, distributed computing, and NoSQL databases. • Data Visualization & Communication – Presenting predictive analytics results through charts, graphs, and storytelling. • Ethical Considerations in Predictive Analytics – Bias, privacy, security, and transparency in predictive models.
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