How to copy and paste text in Datalore terminal?
Datalore is an online data science environment. Typical CTRL+C and CTRL+V commands do not work in the Datalore terminal, so here is the solution.
Change Python version in Vertex AI
Vertex AI is a bare-bones analytics environment in Google Cloud. As simple tasks as changing the Python version requires multiple steps.
Google Colab - Easily accessible Python workspace
Google Colab is a low barrier option to run Python scripts. Here is a brief introduction for the essential features.
Datalore tech review
Datalore is a collaborative data science platform. The notebook experience has been taken to the next level.
Datalore pricing - Which licensing model to choose?
The online Python worskpace Datalore has three main models for pricing and licensing. At the same time they provide logical path towards building you company’s data analysis ecosystem.
Types of data science platforms - Workspace, MLOps or full stack?
Data Science platforms can be categorized to a few different buckets:
What kind of teams benefit from data science platforms?
Various kinds of teams from business innovation to academic research can benefit from data science platforms. Here are some examples.
Value of data science platforms
Let’s go through the most typical use cases and their benefits to start using a data science platform.
List of data science platforms
Comprehensive list of data science platforms. Sometimes known also as machine learning platforms, ai platforms or DSML platforms.
ClearML - Robust MLOps platform for end-to-end solutions
Robust MLOps platform for end-to-end solutions.
cnvrg.io - Flexible Kubernetes deployments for advanced data science teams
For technically advanced teams looking for flexible Kubernetes deployments.
SmartPredict - Specific use cases with fully managed low code
Specific use cases with fully managed low code.
neptune.ai - Experiment tracking platform for MLOps
Log experiments and ML models versions from any environment.
Paperspace Gradient - ML platform with their own data centers and IPU processors
Paperspace Gradient machine learning platform is best known from extensive GPU support. They have recently partnered with Graphcore to provide new generation processors.
Saturn Cloud - Data science workspace with Dask cluster
Saturn Cloud is a greate choice for data science teams who want to maximize flexibility of their environment. Integrated parallel processing with Dask differentiates it from the competitors. With open source tools teams can design a workflows that fit best to their specific needs.
Datalore - Introduction to the advanced analytics platform
Datalore is a fairly recent online platform for advanced data analytics.
Bodo is a faster alternative for Spark to run massive ETL jobs in Python
Bodo is a platform for data processing with Python and SQL. It is especially suitable for large datasets thanks to its unique parallel processing technology.
Vertex AI for ML Engineers in Google Cloud
Some Google materials refer to it as Fully managed Tensorflow.
Free data science workspaces
Google Colab, Databricks Community Edition, Visual Studio Code and Dcoker are some options to create a free data science workspace.
Comparison of machine learning platforms in major clouds
Comparing the major machine learning platforms AWS SageMaker, Azure Machine Learning, Google Vertex AI and Databricks.
What is a machine learning platform?
What is a machine learning platform? Introducing different components such as workbench, MLOps tools and cloud computation.