Professional Certificate in Data Prediction: Actionable Knowledge
-- ViewingNowThe Professional Certificate in Data Prediction: Actionable Knowledge is a comprehensive course that equips learners with essential data prediction skills for career advancement. This program covers various topics, including predictive modeling, machine learning, and data visualization.
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โข Introduction to Data Prediction: Understanding Data Prediction, Importance of Data Prediction, Scope and Applications
โข Data Analysis: Data Collection, Data Cleaning, Data Preprocessing, Exploratory Data Analysis
โข Statistical Methods: Descriptive Statistics, Inferential Statistics, Hypothesis Testing, Regression Analysis
โข Machine Learning: Supervised Learning, Unsupervised Learning, Reinforcement Learning, Model Selection and Evaluation
โข Predictive Modeling: Linear Regression, Logistic Regression, Decision Trees, Random Forests
โข Time Series Analysis: Autoregressive (AR), Moving Average (MA), ARIMA, Exponential Smoothing
โข Deep Learning: Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks, Long Short-Term Memory (LSTM)
โข Data Visualization: Data Storytelling, Visualizing Predictions, Communicating Results
โข Ethics in Data Prediction: Bias and Fairness, Privacy and Security, Accountability and Transparency
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