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Add BERTopic model

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  1. README.md +97 -0
  2. config.json +16 -0
  3. topic_embeddings.safetensors +3 -0
  4. topics.json +5155 -0
README.md ADDED
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1
+
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+ ---
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+ tags:
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+ - bertopic
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+ library_name: bertopic
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+ pipeline_tag: text-classification
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+ ---
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+
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+ # CourseEvalTopicModeling
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+
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+ This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model.
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+ BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
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+
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+ ## Usage
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+
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+ To use this model, please install BERTopic:
17
+
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+ ```
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+ pip install -U bertopic
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+ ```
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+
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+ You can use the model as follows:
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+
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+ ```python
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+ from bertopic import BERTopic
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+ topic_model = BERTopic.load("bajajss/CourseEvalTopicModeling")
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+
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+ topic_model.get_topic_info()
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+ ```
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+
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+ ## Topic overview
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+
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+ * Number of topics: 28
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+ * Number of training documents: 204
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+
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+ <details>
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+ <summary>Click here for an overview of all topics.</summary>
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+
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+ | Topic ID | Topic Keywords | Topic Frequency | Label |
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+ |----------|----------------|-----------------|-------|
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+ | -1 | 32 - structure - course - 33 - 73 | 2 | Course Structure and Delivery |
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+ | 0 | 70 - 57 - 71 - 10 - 25 | 37 | Teaching and Learning Evaluations |
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+ | 1 | connects - enhance - hands - real - smaller | 28 | Project Implementation and Guidance |
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+ | 2 | 45 - 74 - 65 - thoroughly - sure | 13 | Homework Evaluation |
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+ | 3 | materials - 102 - studying - slides - sections | 11 | Course Materials and Study Strategies |
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+ | 4 | challenging - complex - induc - stressful - stress | 9 | Challenging Homework Experience |
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+ | 5 | wong - ma - professor - 59 - uses | 9 | Talented Instructor |
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+ | 6 | intelle - challen - 100 - contributed - 54 | 8 | Intellectual Challenges and Contributions |
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+ | 7 | 47 - video - doing - demonstrations - overviews | 7 | Learning Activities and Resources |
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+ | 8 | difference - 79 - betwe - concept - huge | 6 | Comparing Systems |
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+ | 9 | open - 62 - contribut - digestible - ben | 6 | Open Lab and Social Interaction |
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+ | 10 | 16 - aspects - intellectu - inspired - aspect | 5 | Student Feedback and Opinion |
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+ | 11 | 78 - 77 - becau - similarly - letting | 5 | Lab Experience and Evaluation |
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+ | 12 | slide - stem - pre - presented - great | 5 | Interactive Learning Media |
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+ | 13 | programming - burni - creative - despise - cla | 5 | Criticisms of C Programming |
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+ | 14 | cove - diff - inspiring - stimulating - 49 | 5 | Inspiring Learning Experience |
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+ | 15 | workload - decreased - heavy - sli - 56 | 4 | Workload and Workload Management |
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+ | 16 | 63 - best - super - taking - honestly | 4 | Positive Student Feedback |
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+ | 17 | worst - perfect - entire - demanding - overall | 4 | Course Opinions |
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+ | 18 | 60 - 19 - personally - pushed - goo | 4 | Student Perceptions of Self-Learning |
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+ | 19 | syllabus - remove - issue - suffered - challenges | 4 | Class Evaluation |
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+ | 20 | hav - bridge - person - helpful - 38 | 4 | Lecture Evaluation and Feedback |
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+ | 21 | intellectua - creativel - 24 - 92 - 85 | 4 | Intellectual and Creative Projects |
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+ | 22 | usually - used - present - professors - marital | 3 | Lecture and Discussion Techniques |
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+ | 23 | designed - zoom - questio - sample - increase | 3 | Virtual Learning Environments |
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+ | 24 | tons - teach - practice - opportunities - plenty | 3 | Learning Through Practice |
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+ | 25 | painful - 91 - 74 - challenging - interesting | 3 | Project Experience |
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+ | 26 | th - cs - exam - suggest - code | 3 | CS Exam Preparation and Topics |
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+
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+ </details>
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+
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