Simplify your ML deployment with Decisimo: A user-friendly tool for decision making - Decisimo
Published on: 2024-08-10 18:36:09
Decisimo as a tool for deploying ML models
Decisimo is a powerful tool for deploying machine-learning models trained in Python or R.
It allows for easy integration of these models into a larger decision-making process, making it a valuable tool for businesses and organizations that rely on machine learning for decision-making.
Building Decision Flows with Models
One of the key features of Decisimo is its ability to easily build a decision flow. This means that it is simple to incorporate a model trained in Python or R into a larger decision-making process, such as a probability or segmentation.
Additionally, Decisimo allows for the use of optimization models, which can help make the best offer or combination, further streamlining the decision-making process.
Chaining Models and Incorporating Decision Components
Another useful feature of Decisimo is the ability to chain models together into a decision logic.
This means that multiple models can be used in a single decision-making process, providing more accurate and reliable results.
Additionally, Decisimo allows for the use of other decision components, such as rule sets, decision tables, and mathematical functions, further enhancing the decision-making process.
Examples from various industries and applications
Decisimo's ability to easily build decision flows and incorporate pre-trained models makes it a versatile tool that can be used in a wide range of industries and applications.
Credit Scoring Model in Consumer Lending
For example, in consumer lending, a machine learning model trained in Python or R could be used to predict the creditworthiness of an applicant based on their financial history and other factors.
This output could then be incorporated into a decision flow in Decisimo, where it would be used to determine the appropriate interest rate or loan terms for the applicant.
Risk-based Pricing and Product Proposal
Additionally, the model's output could be used for proposing a different product or lower/higher down payment.
This risk-based pricing approach can help lenders make more informed and profitable lending decisions, while also providing fair and transparent lending practices for borrowers.
Marketing and Customer Service
Decisimo can also be used in marketing, customer service, and many other fields. For example, in customer service, a machine learning model trained in Python or R could be used to predict the likelihood of a customer requesting a refund.
This probability output could then be incorporated into a decision flow in Decisimo where it would be used to determine the best course of action, such as providing a discount or offering an alternative product.
Advantages of Decisimo over traditional ML operations
Decisimo offers a significant advantage over traditional machine learning operations, where a separate model platform would need to be built and then integrated with other decision support tools.
With Decisimo, both the machine learning models and decision logic are brought together in a single platform, providing a complete decision-making solution.
This eliminates the need for complex and time-consuming integration processes and allows for a more streamlined and efficient approach to decision-making.
User-friendly Interface and Management of the Decision-making process
Additionally, Decisimo provides a user-friendly interface that allows for easy management of the decision-making process.
This makes it easier for teams to collaborate and work together on decision-making projects, and also allows for greater transparency and accountability.
No-code Platform and Business User Empowerment
One of the key benefits of Decisimo is that it does not require any coding skills or knowledge of complex topics such as programming languages or cloud operations.
It has a no-code platform that allows business users to update decision logic, change rules, and quickly deploy to production.
This means that even non-technical users can easily make changes to decision-making processes and keep them up-to-date with changing business needs.
Decisimo as a complete decision-making solution
Overall, Decisimo is a powerful tool that simplifies the process of deploying machine learning models and incorporating them into a larger decision-making process.
It provides a complete decision-making solution that eliminates the need for complex integration processes and allows for a more streamlined and efficient approach to decision-making.