Inductive and Deductive Methods for Data Analytics Projects Deductive: Top-down approach. Take existing theories and apply to data Inductive: Bottom-up approach. Observe data and derive a hypothesis. “ Examples in Data Analytics: “ Ref: Internet/Google AI In a data analytics project, you may use both of the approaches. Initially, you may use an inductive approach …
Category: Analytics and Machine Learning Project Development
May 18
Data Manipulation for ML and Data Analytics Projects.
•MySQL Data Manipulation: •https://www.databasejournal.com/mysql/mysql-data-manipulation-and-query-statements/ •https://www.w3schools.com/sql/ •https://www.tutorialspoint.com/sql/index.htm •Workbench: https://www.tutorialspoint.com/create-a-new-database-with-mysql-workbench •SQL Server Data Manipulation •https://www.tutorialspoint.com/ms_sql_server/index.htm •Management Studio: •https://www.tutorialspoint.com/ms_sql_server/ms_sql_server_management_studio.htm •Power BI Data Manipulation •https://learn.microsoft.com/en-us/power-bi/connect-data/desktop-tutorial-importing-and-analyzing-data-from-a-web-page •Data Manipulation in Python •https://www.analyticsvidhya.com/blog/2021/06/data-manipulation-using-pandas-essential-functionalities-of-pandas-you-need-to-know/ Data Analytics, Machine Learning, Data Science
May 18
How to Report (or Present) the outcome of your Analytics/ML Project
Reporting and Analysis •Examples •Results section: Page 51: STOCK MARKET PREDICTION USING ENSEMBLE OF GRAPHTHEORY, MACHINE LEARNING AND DEEP LEARNING MODELS •https://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=1692&context=etd_projects •Check Results and Discussion sections •https://arxiv.org/ftp/arxiv/papers/2203/2203.06848.pdf •A Comparative Study on Forecasting of Retail Sales May be complicated: Learning Context-Aware Classifier for Semantic Segmentation •https://arxiv.org/pdf/2303.11633.pdf •Learning Context-Aware Classifier for Semantic Segmentation •Check results section; …
May 17
Data Analytics Concepts and Methods
What is Analysis? [1] • “A comprehensive, data-driven strategy for problem solving” Analytics • “Analytics uses logic, inductive and deductive reasoning, critical thinking, and quantitative methods along with data to examine phenomena and determine its essential features” • “any solution that supports the identification of meaningful patterns and relationships among data.” CONCEPTS [1] Analytics Methods [1]: [1] …
