Merge pull request #71 from ChicIceCream/patch-1

Update README.md

README.md

@@ -48,12 +48,12 @@ qxresearch AI is a research lab focused on Machine Learning, Deep Learning, and
 * 🎬 [Audio Visualization Tool](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Audio%20Visualization%20Tool) : Awesome audio visualization tool! 
 * 📟 [Random Password Generator](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Random%20Password%20Generator) : Random secured password generator app
 * 🎶 [Extract mp3 from mp4](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Extract%20mp3%20from%20mp4) : Extract audio from video with parsing
-* 🔗 [Link Shortener and Extractor](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Link%20Shortener%20and%20Extractor) : URL shortner and Extractor from terminal
+* 🔗 [Link Shortener and Extractor](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Link%20Shortener%20and%20Extractor) : URL shortener and Extractor from terminal
 * 🔋 [Terminal Tricks](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Terminal%20Tricks) : Cool terminal tricks #scripting
 * 🎂 [Birthday Reminder](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Birthday%20Reminder) : Birthday reminder for lazy coders
 * 📻 [Audiobook](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/audiobook) : Audiobook creator from text file 
 * ⏰ [Alarm](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Alarm) : Friendly alarm for programmers to take a break
-* ⏱️ [Schedule YouTube Video](https://github.com/xiaowuc2/Schedule-YouTube-video-Python/blob/master/python%20code.py) : Python script will play a youtube video at sheduled time
+* ⏱️ [Schedule YouTube Video](https://github.com/xiaowuc2/Schedule-YouTube-video-Python/blob/master/python%20code.py) : Python script will play a youtube video at scheduled time
 * 📆 [Calendar](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Calendar) : A tkinter(GUI toolkit) based calendar app 
 * ✏️ [Paint](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/Paint) : A tkinter(GUI toolkit) based interactive paint clone
 * 💻 [Screenshot taker](https://github.com/qxresearch/qxresearch-event-1/tree/master/Applications/ScreenShot) : A tkinter based screenshot app with clickable button
@@ -70,8 +70,8 @@ qxresearch AI is a research lab focused on Machine Learning, Deep Learning, and
 `chatGPT`
 
 - ✒️ [email-automation](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/email-automation) : Tool to automate automate news briefing and blogging from custom senders (mail) 
-- ⭐ [custom-chatbot](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/chatbot) : ask chatbot to do custom work on the bases of the task (eg. script writer) 
-- 📟 [whisper-speech-text](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/whisper-speech-text) : OpenAI's anoher API to convert text from audio
+- ⭐ [custom-chatbot](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/chatbot) : ask chatbot to do custom work on the bases of the task (eg. scriptwriter) 
+- 📟 [whisper-speech-text](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/whisper-speech-text) : OpenAI's another API to convert text from audio
 - ⚙️ [finetuned-gpt](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/finetuned-gpt) : Train chatGPT on your custom data & ask queries from that data
 - 💠 [voice-assistant](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/voice-assistant) : Voice assistant based on ChatGPT and WhisperAPI (Audio input & output) 
 - 🐻 [web-scraping-summarizer](https://github.com/xiaowuc2/ChatGPT-Python-Applications/tree/main/web-scraping-summarizer) : This tool scrapes a given website and summarizes the main context
@@ -84,7 +84,7 @@ qxresearch AI is a research lab focused on Machine Learning, Deep Learning, and
 
 ### Setup 
 
-Refer to this [setup video](https://youtu.be/beEBeQw5tpc) to install the dependencies and generate API keys and incorporate with our applications. I've articulated the steps in text format here : 
+Refer to this [setup video](https://youtu.be/beEBeQw5tpc) to install the dependencies and generate API keys and incorporate them with our applications. I've articulated the steps in text format here : 
 
 - Install the dependencies following these steps :