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Understand the current situation your business is in, document and takes notes on who is doing what currently and what models exist
AI Studio - Machine Learning and MLOps tools
The Executive Layer
of your ML Environment
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Executive Level
of your Main Environment
Begin your company's journey of digital transformation by exploiting data and tirelessly applying real-time insights to inform important business decisions
01. Governance
02. Task Activity
03. Status Alerts
04. Dashboard Overview
Monitor the entire system using a dynamic, easy to understand, and intuitive dashboard that will link all three aspects of the business team: Executive, Analysis, and Development.
05. Communication
"Teachable.com - By far the best Data Science Course at a fraction of other AI schools"
Here is How CUBR Works
A set of data preparation tools that allow their users to quickly access data, as well as standardize, match and eventually connect to down-stream applications.
Enterprise Solutions for your Company
Analytical Models are developed with a monitoring and deployment mindset. Data Scientists and Analysts can monitor and retrain their models as they degrade.
01
Governance
Give Data Scientists the tools they need to monitor and assess the changing quality and relevance of their data by incorporating a version control system that shows who has access to the data, where it resides, and how it has been changed over time.
Learn More02
Task Activity
Standardize manual, repetitive tasks during the development and retraining process to reduce complexity and points of failure, as well as have the ability to monitor who is completing the projects and what changes have been implemented.
Learn More03
Status Alerts
When performance benchmarks for Analytical Models are no longer being met having automated alerts will help you know when to retrain, revise, or retire the models for increased efficiency.
Learn More04
Dashboard
Monitor the entire system using a dynamic, easy to understand, and intuitive dashboard that will link all three aspects of the business team: Executive, Analysis, and Development.
Learn More05
Communication
Improve your teams ability to communicate with each other by utilizing comprehensive tools in order to build better analytical models in the most efficient way possible.
Learn MoreJoin the Community
Become a part of an interactive community that helps companies
transistion to MLOps and provides continous growth.
01. Attend an online meetup
02. Download the eBook
03. Read the docs
04.Connect on Github
Interested in viewing the code concerning MLOps? Check out our Github page!
05.Connect on our Forum
06.Connect on Slack
Progress Timeline
Steps to begin your transition into MLOps
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Begin the transition to MLOps by making small changes to specific groups by training the different teams how to use the system and fostering a cultural commitment to the change
3
Invest in standardization and optimization by using AIStudio to reduce risk and accelerate thoroughput
4
Implement model Governance by comparing different models fairly and ensuring that they are running optimally
Use Case Studies
Various ways that this program can be used for practical applications
in real world applications
Using EKG as a fingerprint for Identity Validation - A Project With NASA
The data was taken from 1,000 EKG records, was preproccessed and then sliced into two sets: 70% for training and 30% for validation. The Deepbeat ID model has achieved 90% accuracy.
In order to increase the accuracy of the model we would add more EKG records. As more EKG records get stored in the database this would increase the training set.
To achieve this we would schedule a CT/continuous training of the model daily. Once the new model has achieved a higher accuracy performance the new model would be pushed into serving to improve accuracy.
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