Langchain Slides & Overview
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Langchain |
From the blogHow Dataknobs help in building data productsEnterprises are most successful when they treat data like a product. It enable to use data in multiple use cases. However data product should be designed differently compared to software product. Generative AI is one of approach to build data productGenerative AI has enabled many transformative scenarios. We combine generative AI, AI, automation, web scraping, ingesting dataset to build new data products. We have expertise in generative AI, but for business benefit we define our goal to build data product in data centric manner. Data Lineage and ExtensibilityTo build a commercial data product, create a base data product. Then add extension to these data product by adding various types of transformation. However it lead to complexity as you have to manage Data Lineage. Use knobs for lineage and extensibility Develop data products and check user response thru experimentAs per HBR " Data product require validation of both 1. whether algorithm work 2. whether user like it". Builders of data product need to balance between investing in data-building and experimenting. Our product KREATE focus on building dataset and apps , ABExperiment focus on ab testing. both are designed to meet data product development lifecycle Experiment faster and cheaper with knobsIn complex problems you have to run hundreds of experiments. Plurality of method require in machine learning is extremely high. With Dataknobs approach, you can experiment thru knobs. Knobs are levers using which you manage outputSee Drivetrain appproach for building data product, AI product. It has 4 steps and levers are key to success. Knobs are abstract mechanism on input that you can control. SpotlightGenerative AI slidesKREATEOur product KREATE can generate web design. Web design that are built to convert Using KREATE you can publish marketing blog with ease. See KREATE in action Fractional CTO for generative AI and Data ProductsStartup and enterprise who wish to build their own data prodct can hire expertise to build Data product using generative AI |