Concept | The value proposition of Dataiku#

This article presents Dataiku, the leading enterprise AI platform empowering organizations to generate insights from data, with speed and collaboration. Let’s quickly take a tour of everything Dataiku has to offer.

Centralizing AI initiatives#

Once a question is asked, a project can be started in a centralized place, allowing everyone to be organized and informed along the way.

Centralizing AI initiatives with Dataiku.

Through a variety of connectors, you can easily bring in data of any format and size from any location or you can search the data catalog or feature store to find exciting new assets to accelerate your work.

Explore your data with ease and discover statistical relationships between columns to truly understand your data at a deeper level.

With a visual workflow, easily retrace steps in the pipeline. Use visual recipes to help you blend, aggregate and prepare your data without code or with code in your favorite languages, like Python or in SQL, and in your favorite APIs.

Dataiku makes data wrangling quick and simple for everyone with every step being logged, transparent and repeatable.

Leveraging Generative AI#

Creating Generative AI applications, Dataiku’s LLM Mesh allows you to integrate the latest Large Language Models with trust and governance, ensuring you always have the right model for your specific use case.

With a hosted model like GPT 4 or a local Hugging Face model, experiment with different LLMs and test prompts until you get the perfect response.

Efficiently tackle NLP tasks and build secure, private knowledge banks that can be utilized in applications for the entire organization.

Chatbot built with Generative AI.

Building interactive analytics#

Drive intelligence across the organization with interactive dashboards and self-service applications that any one can use to answer questions.

Leveraging AutoML features to build models#

For those forward-looking questions, AutoML capabilities support you in building your first or hundredth model. If you’re new to modeling, smart recommendations, guardrails and reading tips on each screen will help you get started in building your ML models.

Choose from state of the art algorithms or code your own. Configure every aspect of the model from feature inclusion to hyperparameters.

Screenshot of the model design tab.

Elastic distributed computation ensures you have the performance you need when training models and with whitebox explainable AI, you can dig deeper into every model to evaluate results with What if scenarios and fairness analysis.

Example of a model fairness report.

Deploying models and projects into production#

Deploy both batch and real-time models and projects on Dataiku or to your favorite third-party system, with speed and ease, eliminating the hustle of IT having to recode models.

Streamline the path to production AI with Dataiku.

Set up automatic monitoring alerts on drift or performance metrics so you can keep your production pipelines and models running in peak form. Have models already in production connect to those models through Dataiku to use in projects and democratize them to the rest of the organization.

Have a unified view of every model you have in production in Dataiku or elsewhere. See statuses and activity to understand deployment health and fix issues as soon as they arise.

Screenshot of a monitoring report in a Deployer node.

In a nutshell, Dataiku brings the power of AI to everyone. From data scientist to the business experts, to create transformative business outcomes together and propel the organization forward.