Wednesday, 12 February 2020

Free GPU-enabled General Programming and ML Services

Google Colab:
  • https://colab.research.google.com
  • Pros:
    • Free GPU time
    • Save documents to Google Drive
    • Document outline (headings) available on UI
    • Run any language using %%writefile and %%script bash
    • Install anything with sudo apt install
    • Anything! basically it's a server without public ports
  • Cons:
    • No file manager side panel
    • No opened file tabs
    • Session is not persistent, opening .ipynb files will lead to random environment without previous saved files.
    • No public ports
    • No terminal
Paperspace Gradient:
  • https://paperspace.com
  • Pros:
    • Free GPU time
    • Save documents to the Docker container (or VM?) itself
    • Create/open/run any file, not just %%writefile and %%script bash in .ipynb files
    • Install anything with sudo apt install
    • It's a private server without public ports
    • Persistent saved files, persistent environment, open Gradient again with the same opened file tabs
    • Based on JupyterLab, file manager available, opened file tabs
    • Terminal default in 'sh' but run 'bash' to have Bash terminal
    • Anything! basically it's a persistent server without public ports
  • Cons:
    • No public ports
    • Can't save to Google Drive
    • No .ipynb document outline (headings)

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