Need advice about which tool to choose?Ask the StackShare community!
Polyaxon vs scikit-learn: What are the differences?
Polyaxon: An enterprise-grade open source platform for building, training, and monitoring large scale deep learning applications. An enterprise-grade open source platform for building, training, and monitoring large scale deep learning applications; scikit-learn: Easy-to-use and general-purpose machine learning in Python. scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.
Polyaxon and scikit-learn belong to "Machine Learning Tools" category of the tech stack.
scikit-learn is an open source tool with 36K GitHub stars and 17.6K GitHub forks. Here's a link to scikit-learn's open source repository on GitHub.
A large part of our product is training and using a machine learning model. As such, we chose one of the best coding languages, Python, for machine learning. This coding language has many packages which help build and integrate ML models. For the main portion of the machine learning, we chose PyTorch as it is one of the highest quality ML packages for Python. PyTorch allows for extreme creativity with your models while not being too complex. Also, we chose to include scikit-learn as it contains many useful functions and models which can be quickly deployed. Scikit-learn is perfect for testing models, but it does not have as much flexibility as PyTorch. We also include NumPy and Pandas as these are wonderful Python packages for data manipulation. Also for testing models and depicting data, we have chosen to use Matplotlib and seaborn, a package which creates very good looking plots. Matplotlib is the standard for displaying data in Python and ML. Whereas, seaborn is a package built on top of Matplotlib which creates very visually pleasing plots.
Pros of Polyaxon
- Cli2
- API2
- Streamlit integration2
- Python Client2
- Notebook integration2
- Tensorboard integration2
- VSCode integration2
Pros of scikit-learn
- Scientific computing25
- Easy19
Sign up to add or upvote prosMake informed product decisions
Cons of Polyaxon
Cons of scikit-learn
- Limited2
Sign up to add or upvote consMake informed product decisions
What is Polyaxon?
What is scikit-learn?
Need advice about which tool to choose?Ask the StackShare community!
What companies use scikit-learn?
Sign up to get full access to all the companiesMake informed product decisions
What tools integrate with Polyaxon?
Sign up to get full access to all the tool integrationsMake informed product decisions
Blog Posts
+42