second commit

README.md

@@ -1,16 +1,14 @@
---------------
+---
 language: en
 tags:
   - chatbot
   - natural language processing
-license: Apache 2.0
-datasets:
-  - Custom Dataset (Dronealexa)
----------------
+license: mit
+---
 
 Model Card: NLP-Based Chatbot
 
-----------Overview---------
+Overview
 
 The NLP-Based Chatbot is designed to explore Science & Technology topics. It utilizes a combination of semantic search and summarization techniques to provide relevant and concise responses to user queries.
 
@@ -20,7 +18,7 @@ Model Details
 - Model Type: Natural Language Processing (NLP) Chatbot
 - Framework: Gradio Blocks Interface, spaCy, Transformers
 
---------Components------------
+Components
 
 1. Semantic Search
 
@@ -42,34 +40,39 @@ The chatbot's frontend is built using Gradio Blocks Interface, providing an inte
 
 The model card generation involves constructing prompts based on search results and utilizing a summarization pipeline to produce model card content.
 
------------Intended Use--------------
+Intended Use
 
 The NLP-Based Chatbot is intended for users interested in exploring Science & Technology topics. It can be used to obtain information from the provided dataset, and users are encouraged to provide feedback for continuous improvement.
 
----------------Training Data----------
+Training Data
 
 The model is trained on a custom dataset (Dronealexa.csv) containing Science & Technology-related information. The dataset has been preprocessed to handle missing values and ensure efficient semantic search.
 
-------------Evaluation Metrics---------------
+
+Evaluation Metrics
 
 - Semantic Search: TF-IDF Vectorizer, Cosine Similarity
 - Summarization: Hugging Face Transformers Pipeline
 
-----------------Ethical Considerations---------------------
+
+Ethical Considerations
 
 The chatbot aims to provide accurate and relevant information. However, users are advised to critically evaluate the responses and understand that the model's knowledge is based on the training data.
 
------------------Usage Instructions----------------------
+
+Usage Instructions
 
 1. Input your query in the provided textbox.
 2. Click the "Send" button to receive a response.
 3. Optionally, submit feedback using the "Submit Feedback" button.
 
---------------License--------------------
+
+License
 
 This model is released under the Apache 2.0 License.
 
---------------Contact Information---------------------
+
+Contact Information
 
 For inquiries or issues, please contact varsagupta07@gmail.com.