chocolate-bar-of-data
Chocolate Bar Of DataBuild Data Products From Raw DataBuild higher level concepts from raw data. Make these higher level concept useful in variety of scenaiors. Use transformations, web scraping, feature engineering, machine learning, generative AI approaches to build higher level data elements. Example Of Higher Level ConceptHealth of Human and Systems Health of human can be measured with varity of factors e.g. Blood Pressure, Heart Rate, Vitals, Diseases, Surgery done etc. Combining individual raw elements into higher level abstract score has many uses. Abstract and Generailzed VersionBuilding higher level concepts from data require identifying patterns and relationship in data. Once you identifid patterns and relationship one need to define an abstract concept that is generalizable. You should valid this concept with expert and then build. As you build ab experiment to ensure it works. Do A/B Experiment and ensure abstract version is effective for users AB ExperimentRun Good ExperimentsOnce build - serve data into websites, visualization, intranet portal, chatbot and in embedded analytics. Build experiments to determine whether users find it useful with ABExperiment tool. Build Data products like CustomerAffinity, churn Risk, Investment Risks etc. Try 2 variations of these and determine which one is more effective. Use KnobsKnobs are abstract data points that influence outcomes Identify right knobs on data to experiment with various settings. Knowing right knobs you can govern the data and control the outcome. |