Help me find the best data science and machine learning platforms - advice needed
I am working on selecting a new data science and ML platform for my business. I spent a few hours researching some products on G2 and reading reviews, but I’m a little overwhelmed. Can anyone in this community point me in the right direction? What data science and machine learning platform do you use and trust? My working list is below.
My current software list:
Databricks Data Intelligence Platform: Databricks offers a unified analytics platform that combines data engineering, machine learning, and collaborative data science. It provides a collaborative environment for building, training, and deploying machine learning models at scale. Databricks integrates seamlessly with various data sources and supports multiple programming languages, making it suitable for diverse teams.
Alteryx: Alteryx provides an end-to-end analytics platform that empowers users to prepare, blend, and analyze data using a drag-and-drop interface. It offers advanced analytics capabilities, including predictive modeling and machine learning, without requiring extensive coding knowledge. Alteryx's user-friendly design makes it accessible to analysts and business users alike.
Saturn Cloud: Saturn Cloud is a cloud-based platform designed for data scientists and engineers to scale their Python workloads. It offers customizable environments with support for Dask and GPUs, enabling efficient processing of large datasets. Saturn Cloud's flexibility and performance optimization features cater to teams working on complex machine learning projects.
Vertex AI: Vertex AI, developed by Google Cloud, provides a managed machine learning platform that simplifies the deployment and management of ML models. It integrates with various Google Cloud services, offering tools for data labeling, training, and prediction. Vertex AI's scalability and integration capabilities suit enterprises seeking to operationalize their ML workflows.
MATLAB: MATLAB is a high-level programming environment for numerical computation, visualization, and application development. It offers a range of toolboxes for machine learning, deep learning, and data analysis. MATLAB's extensive documentation and community support make it a reliable choice for engineers and scientists working on data-intensive projects.
I'm leaning towards Vertex AI. Is this the right choice?
