diff --git a/README.md b/README.md
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+++ b/README.md
@@ -22,7 +22,7 @@
 
 # PyTorch in JavaScript
 
-- JS-Torch is a Deep Learning **JavaScript library** built from scratch, to closely follow PyTorch's syntax.
+- JS-PyTorch is a Deep Learning **JavaScript library** built from scratch, to closely follow PyTorch's syntax.
 - It contains a fully functional [Tensor](src/tensor.ts) object, which can track gradients, Deep Learning [Layers](src/layers.ts) and functions, and an **Automatic Differentiation** engine.
 - Feel free to try out the <a href="https://eduardoleao052.github.io/js-pytorch/assets/demo/demo.html" target="blank">Web Demo</a>!
 
@@ -77,7 +77,7 @@
 ## 1. Project Structure
 
 - `assets/` : Folder to store images and the Demo.
-  - `assets/demo/` : JS-Torch's [Web Demo](https://eduardoleao052.github.io/js-pytorch/assets/demo/demo.html).
+  - `assets/demo/` : JS-PyTorch's [Web Demo](https://eduardoleao052.github.io/js-pytorch/assets/demo/demo.html).
 - `src/` : Framework with JavaScript files.
   - `src/tensor.ts`: File with the `Tensor` class and all of the tensor `Operations`.
   - `src/utils.ts`: File with operations and helper functions.