Colab Usage (#193)

* updated code and README resolving qdrant issue

* updated code and README resolving qdrant issue

* rebasing done

* Added colab usage for Resume Matcher with branch change

* corrected README.md

README.md

@@ -192,16 +192,21 @@ To run the full stack web application (frontend client and backend api servers),
 
 <br/>
 
+### Google Colab
+1. Create an account in ngrok and get you token
+2. ![img_1.png](img_1.png)
+3. Go to archive/resume_matcher_colab.ipynb and run the notebook.
+4. Enter your ngrok token and run the notebook.
+5. Copy the url and open it in your browser.
+6. ![img_2.png](img_2.png)
 ### Cohere and Qdrant
 
 1.  Visit [Cohere website registration](https://dashboard.cohere.ai/welcome/register) and create an account.
 2.  Go to API keys and copy your cohere api key.
 3.  Visit [Qdrant website](https://cloud.qdrant.io/) and create an account.
 4.  Get your api key and cluster url.
 5.  Go to open dashboard in qdrant and enter your api key **for only the first time**
-
 <img src="Assets/img/quadrant_cloud.png" height="60%" width="60%"/>
-
 6.  Now create a yaml file named config.yml in Scripts/Similarity/ folder.
 7.  The format for the conifg file should be as below:
     ```yaml

archive/requirements_colab.txt

@@ -0,0 +1,116 @@
+altair==5.0.1
+attrs==23.1.0
+beautifulsoup4==4.12.2
+blis==0.7.9
+cachetools==5.3.1
+catalogue==2.0.8
+certifi==2023.7.22
+charset-normalizer==3.2.0
+click==8.1.5
+confection==0.1.0
+contourpy==1.1.0
+cycler==0.11.0
+cymem==2.0.7
+cytoolz==0.12.1
+decorator==5.1.1
+en-core-web-md @ https://github.com/explosion/spacy-models/releases/download/en_core_web_md-3.6.0/en_core_web_md-3.6.0-py3-none-any.whl#sha256=1618fc62e7aedc2b778caa3ea6e9c8280beac3b83fe7b93316cbb9e8f3abe7c5
+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.6.0/en_core_web_sm-3.6.0-py3-none-any.whl#sha256=83276fc78a70045627144786b52e1f2728ad5e29e5e43916ec37ea9c26a11212
+Faker==19.1.0
+fastapi==0.101.1
+favicon==0.7.0
+floret==0.10.3
+fonttools==4.41.0
+gitdb==4.0.10
+GitPython==3.1.32
+htbuilder==0.6.1
+idna==3.4
+importlib-metadata==6.8.0
+jedi
+jellyfish==1.0.0
+Jinja2==3.1.2
+joblib==1.3.1
+jsonschema==4.18.3
+jsonschema-specifications==2023.6.1
+kiwisolver==1.4.4
+langcodes==3.3.0
+lxml==4.9.3
+Markdown==3.4.3
+markdown-it-py==3.0.0
+markdownlit==0.0.7
+MarkupSafe==2.1.3
+matplotlib==3.7.2
+mdurl==0.1.2
+more-itertools==9.1.0
+murmurhash==1.0.9
+networkx==3.1
+nltk==3.8.1
+numpy
+packaging==23.1
+pandas
+pathy==0.10.2
+Pillow==9.5.0
+plotly==5.15.0
+preshed==3.0.8
+protobuf==4.23.4
+pyarrow
+pydantic==1.10.11
+pydeck==0.8.1b0
+Pygments==2.15.1
+pymdown-extensions==10.1
+Pympler==1.0.1
+pyparsing==3.0.9
+pypdf==3.12.2
+pyphen==0.14.0
+python-dateutil==2.8.2
+python-multipart==0.0.6
+pytz==2023.3
+pytz-deprecation-shim==0.1.0.post0
+PyYAML==6.0
+referencing==0.29.1
+regex==2023.6.3
+requests==2.31.0
+rich==13.4.2
+rpds-py==0.8.11
+scikit-learn==1.3.0
+scipy==1.11.1
+six==1.16.0
+smart-open==6.3.0
+smmap==5.0.0
+soupsieve==2.4.1
+spacy==3.6.0
+spacy-legacy==3.0.12
+spacy-loggers==1.0.4
+srsly==2.4.6
+st-annotated-text==4.0.0
+streamlit==1.24.1
+streamlit-camera-input-live==0.2.0
+streamlit-card==0.0.61
+streamlit-embedcode==0.1.2
+streamlit-extras==0.2.7
+streamlit-faker==0.0.2
+streamlit-image-coordinates==0.1.5
+streamlit-keyup==0.2.0
+streamlit-toggle-switch==1.0.2
+streamlit-vertical-slider==1.0.2
+tenacity==8.2.2
+textacy==0.13.0
+thinc==8.1.10
+threadpoolctl==3.2.0
+toml==0.10.2
+toolz==0.12.0
+tornado==6.3.3
+tqdm==4.65.0
+typer==0.9.0
+typing_extensions==4.7.1
+tzdata==2023.3
+tzlocal==4.3.1
+uvicorn==0.23.2
+urllib3>=1.26.14
+validators==0.20.0
+wasabi==1.1.2
+watchdog==3.0.0
+zipp==3.16.2
+reportlab==4.0.4
+easygui==0.98.3
+cohere~=4.19.2
+qdrant-client>=1.2