Update README.md

README.md

@@ -1,8 +1,44 @@
 ---
 license: bsd-3-clause
+tags:
+- audio-classification
+- audio
+- environmental-sound
 datasets:
 - ashraq/esc50
-base_model:
-- MIT/ast-finetuned-audioset-10-10-0.4593
 pipeline_tag: audio-classification
----
+base_model: MIT/ast-finetuned-audioset-10-10-0.4593
+---
+
+# AST Fine-tuned on ESC-50
+
+An Audio Spectrogram Transformer (AST) model fine-tuned on the ESC-50 dataset for environmental sound classification.
+
+## Model Description
+
+This model is based on the [Audio Spectrogram Transformer](https://arxiv.org/abs/2104.01778) architecture, fine-tuned to classify 50 categories of environmental sounds. The AST applies a pure attention mechanism to audio spectrograms, treating them as sequences of patches similar to Vision Transformers (ViT).
+
+## Training
+
+- **Base Model**: MIT/ast-finetuned-audioset-10-10-0.4593
+- **Dataset**: [ESC-50](https://github.com/karolpiczak/ESC-50) (Environmental Sound Classification)
+
+## Labels
+
+The model classifies audio into 50 environmental sound categories:
+
+**Animals**: cat, chirping_birds, cow, crow, dog, frog, hen, insects, pig, rooster, sheep
+
+**Natural Sounds**: crackling_fire, crickets, rain, sea_waves, thunderstorm, water_drops, wind
+
+**Human Sounds**: breathing, brushing_teeth, clapping, coughing, crying_baby, drinking_sipping, footsteps, laughing, sneezing, snoring
+
+**Domestic Sounds**: clock_alarm, clock_tick, door_wood_creaks, door_wood_knock, glass_breaking, keyboard_typing, mouse_click, toilet_flush, vacuum_cleaner, washing_machine
+
+**Urban Sounds**: airplane, car_horn, church_bells, engine, fireworks, helicopter, siren, train
+
+**Mechanical/Tools**: can_opening, chainsaw, hand_saw, pouring_water
+
+## License
+
+BSD-3-Clause