# CUDA 10.1 Upgrade for Lambda Stack

**Jun 26, 2020**  
Hello,  
is there a cuda 10.1 planned? Are you working on it already? I would really need it now for TF 2.1 and up and I really don’t want to install manually.  
Leon

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# Lambda Tensorbook Specifications

**May 16, 2020**  
My Dell monitor (U3419W) works great via USB-C connection. Haven’t tried my second monitor yet but I imagine it will work as well (another Dell).

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# Using Virtual Environments with Lambda Stack

**Feb 8, 2020**  
We’re still establishing the best practices. There are two main choices I see:  
1. Use Lambda Stack as an easy way to install your Drivers, CUDA, CuDNN, etc.  
2. Use Lambda Stack’s version of TensorFlow / PyTorch.  
   
If you decide to go for type 1, you’ll simply install Lambda Stack and then create your virtual environment.

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**Sep 18, 2019**  
Since this is from about a year ago, I wondered if you could update if there are now best practices for virtual environments? Thanks.