Global Certificate in Survey Data Analytics Artificial Intelligence
-- ViewingNowThe Global Certificate in Survey Data Analytics Artificial Intelligence course is a vital program for professionals seeking to excel in data analysis. This course is designed to equip learners with essential skills in AI and machine learning, enabling them to analyze survey data effectively and make data-driven decisions.
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โข Unit 1: Introduction to Survey Data Analytics · Overview of the survey data analytics process, types of survey data, and the importance of AI in survey data analytics. โข Unit 2: Data Pre-processing · Data cleaning, data transformation, and data reduction techniques. โข Unit 3: Exploratory Data Analysis · Descriptive statistics, data visualization, and hypothesis testing. โข Unit 4: Machine Learning Fundamentals · Supervised and unsupervised learning, model evaluation metrics, and feature selection. โข Unit 5: Natural Language Processing · Text pre-processing, sentiment analysis, and topic modeling. โข Unit 6: Deep Learning for Survey Data Analytics · Neural networks, convolutional neural networks, and recurrent neural networks. โข Unit 7: Predictive Modeling · Regression analysis, classification algorithms, and time series analysis. โข Unit 8: Experimental Design · Randomized controlled trials, A/B testing, and causal inference. โข Unit 9: Ethics in AI · Bias and fairness, privacy and security, and transparency and explainability. โข Unit 10: Deploying AI Models · Model deployment strategies, cloud computing, and DevOps.
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