Faster, easier and more accurate than ever.
EASILY PREDICT ANY TARGET
Since 2007, Timi modeler makes automated machine learning
a reality by solving the key problems in model building automatically:
risk of over-fitting, variables selection, missing values and processing speed.
Predict any target
Timi modeler has two predictive engines: one for binary and one for continuous targets. When you combine Timi modeler with the unique assignment solver (a box inside Anatella), it becomes also one of the best solutions for predicting multi-class targets.
Fast and accurate
Timi modeling engine is 100% multithreaded, vectorized and cache-optimized. It produces predictive models significantly faster and with more accuracy than most off-the-shelves tools.
Timi modeler automatically creates new variables to increase accuracy, build thousands of predictive models, select the best and most stable combination, adjust parameters, compute confidence intervals and generate all reports needed.
Timi modeler is able to create predictive models on very large datasets. Timi uses an exclusive data compression engine that allows to store a 1GB dataset in less than 100 MB RAM. Timi modeler also easily handles datasets with more than 30000 variables.
The algorithms used inside Timi modeler are mostly insensitive to dirty data (outliers) or missing data. You can use Timi directly on the database containing your operational data to quickly obtain actionable models.
Low risk of overfitting
99% of the time, Timi modeler automatically delivers a perfect model without any over-fitting. If you still observe over-fitting, you can adjust the meta-parameters to remove any over-fitting during the modeling process.
Timi offers dozens of options to easily use your models. You can just drag & drop your model file inside an Anatella windows or directly export your models to a simple SQL code in one mouse-click for in-database scoring.
All algorithms and all parameters are fully documented and available for you to play with them.
The modeling engine uses an enhanced “wrapper approach” to deliver precise insights over the variable selected for the model.
“The optimal solution to extract advanced Social Network Algorithms metrics out of gigantic social data graphs.”
“We reduced by 10% the churn on the customer-segment with the highest churn rate.”
“TIMi framework includes a very flexible ETL tool that swiftly handles terabyte-size datasets on an ordinary desktop computer.”