Auto Analyst — Templated AI Agents for Your Favorite Python Libraries
Now the Auto-Analyst is a master of your preferred data science stack!
Here are some important updates for the autoanalyst.ai.
We have added new capabilities under three categories:
1. Data Manipulation: Now there are more options for data cleaning and pre-processing. Here are some of the agents added:
Polars Agent: Polars is a powerful open-source library which is faster than pandas. Allows for quick data manipulation especially on large datasets
Numpy Agent: Numpy is used for fast manipulation of matrices and vectors. A key component in many data science applications such as deep learning and even visualization.
2. Data Modelling: Modelling is a key step in data science. Previously the system only leveraged sci-kit learn for machine learning and statsmodel for statistical analysis. Now it has more capabilities available:
XGBoost Agent: A advanced Machine learning algorithm used for predictions on tabular data. Often used for applications where high predictive accuracy is desired
PyMC Agent: Bayesian modelling agent, which helps model complex probabilistic behavior, and find estimates for Bayesian inference.
LightGBM Agent: A popular alternative to XGBoost especially as it uses less compute, now available.
Scipy Agent: Can run probabilistic simulations especially useful for financial modelling
3. Data Visualizations: The system is pre-programmed with a advanced plotting agent which uses plotly. Now it has more visualization capabilities!
Matplotlib Agent: A popular ploting library for static plots, almost universally used.
Seaborn Agent: A wrapper on matplotlib, which offers a more modern look to matplotlib charts.
All of these capabilities are now live at autoanalyst.ai.
Firebird Technologies is a AI consultancy and SAAS developer. If you’re looking to test, develop and productionize AI capabilities, you can reach out here: https://tally.so/r/3x9bgo
You can use these new agent templates with existing planner and deep analysis capabilities.
Auto-Analyst 3.0 — AI Data Scientist. New Web UI and more reliable system
Last year, Firebird Technologies started working on the Auto-Analyst, a completely open-sourced AI data scientist. Now we are ready to open the next version to the public. We made some promises on how the system would be, I am proud to announce we lived up to all of them!
Want a custom development of the Auto-Analyst: