diff --git a/README.md b/README.md
index fb2b6b841..359cc0125 100644
--- a/README.md
+++ b/README.md
@@ -103,7 +103,7 @@ TensorFlow XLA and PyTorch JIT and/or TorchScript
 XLA is a domain-specific compiler for linear algebra that can accelerate TensorFlow models with potentially no source code changes. The results are improvements in speed and memory usage.
 
 **PyTorch JIT and/or TorchScript**
-TorchScript is a way to create serializable and optimizable models from PyTorch code. TorchScript, an intermediate representation of a PyTorch model (subclass of nn.Module) that can then be run in a high-performance environment such as C++.
+TorchScript is a way to create serializable and optimizable models from [PyTorch](https://pytorch.org/get-started/locally/) code. [TorchScript](https://github.com/TouchScript/TouchScript), an intermediate representation of a PyTorch model (subclass of nn.Module) that can then be run in a high-performance environment such as C++.
 
 **Automatic Mixed Precision (AMP)**
 Automatic Mixed Precision (AMP) enables mixed precision training on Volta, Turing, and NVIDIA Ampere GPU architectures automatically.
@@ -113,6 +113,7 @@ TensorFloat-32 (TF32) is the new math mode in [NVIDIA A100](https://www.nvidia.c
 
 **Jupyter Notebooks (NB)**
 The Jupyter Notebook is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text.
+[JUPYTER](https://jupyter.org/install)
 
 
 ## Feedback / Contributions