|
|
| --- |
| tags: |
| - bertopic |
| library_name: bertopic |
| pipeline_tag: text-classification |
| --- |
| |
| # wolf_topic_model_custom |
| |
| This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. |
| BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. |
| |
| ## Usage |
| |
| To use this model, please install BERTopic: |
| |
| ``` |
| pip install -U bertopic |
| ``` |
| |
| You can use the model as follows: |
| |
| ```python |
| from bertopic import BERTopic |
| topic_model = BERTopic.load("wongzien2000/wolf_topic_model_custom") |
| |
| topic_model.get_topic_info() |
| ``` |
| |
| ## Topic overview |
| |
| * Number of topics: 8 |
| * Number of training documents: 2933 |
| |
| <details> |
| <summary>Click here for an overview of all topics.</summary> |
| |
| | Topic ID | Topic Keywords | Topic Frequency | Label | |
| |----------|----------------|-----------------|-------| |
| | -1 | tier - like - just - milo - video | 114 | -1_tier_like_just_milo | |
| | 0 | cable - exercise - lateral - like - delts | 979 | 0_cable_exercise_lateral_like | |
| | 1 | squats - leg - squat - pistol - sissy | 986 | 1_squats_leg_squat_pistol | |
| | 2 | mike - dr - dr mike - darth - like | 212 | 2_mike_dr_dr mike_darth | |
| | 3 | deadlift - deadlifts - hypertrophy - stretch - strength | 212 | 3_deadlift_deadlifts_hypertrophy_stretch | |
| | 4 | video - wolf - great - dr - channel | 151 | 4_video_wolf_great_dr | |
| | 5 | exercises - video - studies - science - exercise | 149 | 5_exercises_video_studies_science | |
| | 6 | week - protein - sets - fat - muscle | 130 | 6_week_protein_sets_fat | |
| |
| </details> |
| |
| ## Training hyperparameters |
| |
| * calculate_probabilities: True |
| * language: None |
| * low_memory: False |
| * min_topic_size: 10 |
| * n_gram_range: (1, 1) |
| * nr_topics: None |
| * seed_topic_list: None |
| * top_n_words: 5 |
| * verbose: True |
| * zeroshot_min_similarity: 0.7 |
| * zeroshot_topic_list: None |
| |
| ## Framework versions |
| |
| * Numpy: 2.0.2 |
| * HDBSCAN: 0.8.40 |
| * UMAP: 0.5.7 |
| * Pandas: 2.2.2 |
| * Scikit-Learn: 1.6.1 |
| * Sentence-transformers: 3.4.1 |
| * Transformers: 4.50.2 |
| * Numba: 0.60.0 |
| * Plotly: 5.24.1 |
| * Python: 3.11.11 |
| |
