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342.7K views
In collaboration with our friends at @huggingface, Colab managed runtime images now include transformers installed by default. `import transformers` is all you need.
We regularly update our image, but you can always force an upgrade with `!pip install transformers --upgrade`
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You can now safely store your private keys, such as your @huggingface or @kaggle API tokens, in Colab! Values stored in Secrets are private, visible only to you and the notebooks you select.
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We’ve been amazed with all the cool things people are building with Data Science Agent in Colab ✨📊. Check out these amazing YouTube demos from our users:
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🔥 Top post: In collaboration with our friends at @huggingface, Colab managed · 342.7K views
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🔥 Top post
In collaboration with our friends at @huggingface, Colab managed runtime images now include transformers installed by default. `import transformers` is all you need.
We regularly update our image, but you can always force an upgrade with `!pip install transformers --upgrade`
We’ve been amazed with all the cool things people are building with Data Science Agent in Colab ✨📊. Check out these amazing YouTube demos from our users:
Kaggle ❤️ Colab
Connect to a Kaggle backend from Colab, try it out!
Gemini has launched! We are starting a series of notebooks demonstrating Gemini in Colab, starting with using Sheets and Colab to facilitate creation of a personalized holiday note. Once you have a Gemini API key from Google AI Studio, try…
You can now safely store your private keys, such as your @huggingface or @kaggle API tokens, in Colab! Values stored in Secrets are private, visible only to you and the notebooks you select.
🔩 We've published Colab's Docker runtime image! You can connect to Colab from any machine via Docker and our local runtime connection flow. Follow the instructions below for the connection:
You can now terminate Colab sessions programmatically with the following code:
from google.colab import runtime
runtime.unassign()
The new unassign() function marks the currently connected runtime for deletion and disconnects any noteboo…
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🕵️ Fake follower check
Estimated- Est. 82% real, active audience · Low fake-follower risk.
- Engagement (~2.8× of followers engage each post) is around typical for X.
- Organic base — far more followers than accounts it follows.
- Established account (9+ years old).
- 2.64% engagement — below the ~8.8% typical for this size.
Heuristic estimate from engagement, follower ratios, account age & growth — a screening signal, not a guarantee.
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EstimatedEstimated shared audience with similar creators — useful for avoiding overlap (or doubling down) when planning a campaign.
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