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PYTHON SCALING & OPTIMIZATION

Don't let your Python code hold you back,

let us optimize your code to achieve the speeds you need.

Python is an easy to use language. It excels at quickly enabling you to get powerful ideas developed and demonstrated. Getting those ideas into large scale production requires another level of expertise. Methods have been developed in Python for enabling those ideas to scale both vertically (bigger compute) and horizontally (many cores) including working on GPUs.

Our team has worked for over two decades to make Python fast and scalable.  We are uniquely able to optimize your Python production deployment - ensuring that you are paying no more than necessary for compute time. We can speed up your Python processes from 2-1000x using tools like Pandas, NumPy, SciPy, Sci-kit-*, Cython, C/C++, Cuda, PySpark, Numexpr, Zarr, Numba, Dask, PyTorch and Rapids. Because we are closely connected to the open source community and employ community contributors, we are lead users of the latest optimization technologies.

OUR APPROACH TO OPTIMIZING & SCALING PYTHON

When we engage with your team to maximize your Python performance we will use the latest tools and techniques to achieve the following optimizations:

1.  Organize & Optimize Data Storage and Access

This can involve building data catalogs, improving metadata, and using modern file formats and database tools.

2.  Automate Workflows

There are many steps in the data science process that can be partially or fully automated. This has to be done in a way that works for your data and your business. We can adapt existing open source tools to automate your business needs individually.

3.  Accelerate your Code Base

There are many steps in the data science process that can be partially or fully automated. This has to be done in a way that works for your data and your business. We can adapt existing open source tools to automate your business needs individually.

HOW TO GET STARTED

Our Technology Assessment engagement is a great way to know what is possible for scaling and optimizing your Python processes and knowing what it will take to achieve what is possible. We will select the expert or team with the right background to evaluate your Python data deployment in depth. We will identify specific areas for improvement and provide a proposal and estimate for implementing the improvements.

Connect with us to talk about a technology assessment today