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kalki-ai/
Course

Name: Course
Availability: InStock

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Smart Course Search System 🧠📚

This model powers a smart search system for finding free courses on Analytics Vidhya based on natural language queries. It's built using Sentence Transformers for creating embeddings from course descriptions and cosine similarity for matching the query to the courses. It helps users find the most relevant courses based on their search.

Model Details

Developed by: Rahul Raj
Language(s): English (NLP)
License: Apache 2.0
Finetuned from model: paraphrase-MiniLM-L6-v2

Uses

Direct Use

This model can be used to perform semantic searches on course descriptions, helping users find courses that match their interests.

Out-of-Scope Use

Avoid using this model for content not related to educational searches or courses (e.g., legal documents or medical records).

Bias, Risks, and Limitations

The model might occasionally retrieve less relevant courses, especially when course descriptions are too generic. It may also miss some nuances in highly technical queries.

Recommendations

When fine-tuning the model or expanding the course database, it is recommended to curate the course descriptions to ensure consistency and relevancy.

Training Details

Training regime: This model was not trained from scratch but fine-tuned using embeddings from course descriptions.

How to Get Started with the Model

Use the code below to get started with the model:

python

from sentence_transformers import SentenceTransformer
model = SentenceTransformer('paraphrase-MiniLM-L6-v2')

kalki-ai/Course