Professional Certificate in Data Analytics for Technology Start-ups
-- ViewingNowThe Professional Certificate in Data Analytics for Technology Start-ups is a comprehensive course that empowers learners with the essential skills needed to thrive in the data-driven technology start-up industry. This program emphasizes the importance of data-driven decision-making and offers hands-on experience in various data analysis tools and techniques.
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⢠Introduction to Data Analytics · Importance of data-driven decision making for technology start-ups, fundamental concepts in data analytics, data analytics process and tools
⢠Data Collection · Data sources, data collection methods, data validation, data quality management
⢠Data Cleaning · Data pre-processing, data cleansing techniques, missing data handling
⢠Data Exploration · Data visualization, univariate and multivariate analysis, statistical methods in data exploration
⢠Data Modeling · Regression analysis, classification algorithms, predictive modeling, model evaluation techniques
⢠Big Data Analytics · Introduction to big data, big data analytics tools and techniques, Hadoop and Spark ecosystems
⢠Machine Learning Fundamentals · Supervised and unsupervised learning, reinforcement learning, model selection and evaluation
⢠Natural Language Processing · Text pre-processing, sentiment analysis, topic modeling, text classification
⢠Data Storytelling · Communicating data insights effectively, data visualization best practices, data-driven storytelling
⢠Ethics and Privacy in Data Analytics · Data privacy regulations, ethical considerations in data analytics, bias and fairness in data analytics
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