Update README.md

README.md

@@ -27,18 +27,18 @@ Lightning-4b is a language model specifically designed and trained for data anal
 
 To use this model, install [quelmap](https://github.com/quelmap-inc/quelmap) on your device.  
 Quelmap is an open-source data analysis assistant with every essential features like data upload and an built-in python sandbox.  
-For installation instructions, see the [Quick Start](https://github.com/quelmap-inc/quelmap).
+For installation instructions, see the [Quick Start](https://quelmap.com/quickstart).
 ![image/gif](.assets/preview.gif)
 ### Performance
 This model was trained specifically for use with [quelmap](https://github.com/quelmap-inc/quelmap).  
 It was evaluated using a sample database and 122 analysis queries, and achieved performance surpassing models with **50x more parameters**.
 
-For details about the model and its training process, see the [Lightning-4b Details](https://quelmap.com/lightinig-4b) page.
+For details about the model and its training process, see the [Lightning-4b Details](https://quelmap.com/lightning-4b) page.
 
 ![image/svg](.assets/lightning.svg)
 
 ### Running Model on your machine
-You can easily install Lightning-4b and quelmap by following the [Quick Start](https://github.com/quelmap-inc/quelmap).
+You can easily install Lightning-4b and quelmap by following the [Quick Start](https://quelmap.com/quickstart).
 
 Lightning-4b has multiple quantization versions depending on your hardware.  
 It runs smoothly on laptops, and on higher-spec machines it can handle more tables (30+ tables) and longer chat histories.
@@ -57,4 +57,4 @@ ollama pull hf.co/quelmap/Lightning-4b-GGUF:Q4_K_M
 ollama pull hf.co/quelmap/Lightning-4b-GGUF:F16
 ```
 
-For more details, please refer to the  [Lightning-4b Details](https://quelmap.com/lightinig-4b) page.
+For more details, please refer to the  [Lightning-4b Details](https://quelmap.com/lightning-4b) page.