add model

README.md

@@ -1,5 +1,4 @@
 ---
-license: apache-2.0
 tags:
 - generated_from_keras_callback
 model-index:
@@ -12,77 +11,37 @@ probably proofread and complete it, then remove this comment. -->
 
 # Intent-Classification-Bert-Base-Cased
 
-This model is a fine-tuned version of [bert-base-cased](https://huggingface.co/bert-base-cased) on an [Intent-Classification-Commands](https://huggingface.co/datasets/dipesh/Intent-Classification-Commands) dataset.
+This model was trained from scratch on an unknown dataset.
 It achieves the following results on the evaluation set:
-- Train Loss: 0.6110
-- Train Sparse Categorical Accuracy: 0.9836
-- Validation Loss: 0.4073
-- Validation Sparse Categorical Accuracy: 0.9583
-- Epoch: 3
+
 
 ## Model description
 
-Base model:  'bert-base-cased' can be used for intent classification. It trained on the [Intent-Classification-Commands](https://huggingface.co/datasets/dipesh/Intent-Classification-Commands) dataset. With the following classes-
-
-```
-{
-  "0": "asking date",
-  "1": "asking time",
-  "2": "asking weather",
-  "3": "check internet speed",
-  "4": "click photo",
-  "5": "covid cases",
-  "6": "download youtube video",
-  "7": "goodbye",
-  "8": "greet",
-  "9": "open website",
-  "10": "play games",
-  "11": "play on youtube",
-  "12": "send email",
-  "13": "send whatsapp message",
-  "14": "take screenshot",
-  "15": "tell me about",
-  "16": "tell me joke",
-  "17": "tell me news"
-}
-```
+More information needed
 
 ## Intended uses & limitations
 
-Intent Classifications for Chatbot or Virtual Assistant.
-Only supports the English language. It can't work in outside classes. But you can fine-tune it for your own use.
+More information needed
 
 ## Training and evaluation data
 
-Dataset Used: [Intent-Classification-Commands](https://huggingface.co/datasets/dipesh/Intent-Classification-Commands)
+More information needed
 
 ## Training procedure
 
-https://colab.research.google.com/drive/1KHg14glvhdV_ziOcY0pHm66PBYoBZMS0?usp=sharing
-
 ### Training hyperparameters
 
-
 The following hyperparameters were used during training:
-- optimizer: {'name': 'Adam', 'learning_rate': 5e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
+- optimizer: None
 - training_precision: float32
 
 ### Training results
 
-![1.jpg](1.jpg)
 
-![2.jpg](2.jpg)
 
 ### Framework versions
 
-- Transformers 4.19.2
-- TensorFlow 2.8.0
+- Transformers 4.16.2
+- TensorFlow 2.9.1
 - Datasets 2.2.2
-- Tokenizers 0.12.1
-
-
-## Connect me on-
-
-* Subscribe to me on: https://youtube.com/techportofficial
-
-* DM me on (for quick response): https://instagram.com/dipesh_pal17
+- Tokenizers 0.10.3

config.json

@@ -1,65 +1,65 @@
 {
-    "_name_or_path": "bert-base-cased",
-    "architectures": [
-        "BertForSequenceClassification"
-    ],
-    "attention_probs_dropout_prob": 0.1,
-    "classifier_dropout": null,
-    "gradient_checkpointing": false,
-    "hidden_act": "gelu",
-    "hidden_dropout_prob": 0.1,
-    "hidden_size": 768,
-    "id2label": {
-        "0": "asking date",
-        "1": "asking time",
-        "2": "asking weather",
-        "3": "check internet speed",
-        "4": "click photo",
-        "5": "covid cases",
-        "6": "download youtube video",
-        "7": "goodbye",
-        "8": "greet",
-        "9": "open website",
-        "10": "play games",
-        "11": "play on youtube",
-        "12": "send email",
-        "13": "send whatsapp message",
-        "14": "take screenshot",
-        "15": "tell me about",
-        "16": "tell me joke",
-        "17": "tell me news"
-    },
-    "initializer_range": 0.02,
-    "intermediate_size": 3072,
-    "label2id": {
-        "asking date": "0",
-        "asking time": "1",
-        "asking weather": "2",
-        "check internet speed": "3",
-        "click photo": "4",
-        "covid cases": "5",
-        "download youtube video": "6",
-        "goodbye": "7",
-        "greet": "8",
-        "open website": "9",
-        "play games": "10",
-        "play on youtube": "11",
-        "send email": "12",
-        "send whatsapp message": "13",
-        "take screenshot": "14",
-        "tell me about": "15",
-        "tell me joke": "16",
-        "tell me news": "17"
-    },
-    "layer_norm_eps": 1e-12,
-    "max_position_embeddings": 512,
-    "model_type": "bert",
-    "num_attention_heads": 12,
-    "num_hidden_layers": 12,
-    "pad_token_id": 0,
-    "position_embedding_type": "absolute",
-    "transformers_version": "4.19.2",
-    "type_vocab_size": 2,
-    "use_cache": true,
-    "vocab_size": 28996
-}
+  "_name_or_path": "models/Intent-Classification-Bert-Base-Cased/",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "asking date",
+    "1": "asking time",
+    "2": "asking weather",
+    "3": "check internet speed",
+    "4": "click photo",
+    "5": "covid cases",
+    "6": "download youtube video",
+    "7": "goodbye",
+    "8": "greet",
+    "9": "open website",
+    "10": "play games",
+    "11": "play on youtube",
+    "12": "send email",
+    "13": "send whatsapp message",
+    "14": "take screenshot",
+    "15": "tell me about",
+    "16": "tell me joke",
+    "17": "tell me news"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "asking date": "0",
+    "asking time": "1",
+    "asking weather": "2",
+    "check internet speed": "3",
+    "click photo": "4",
+    "covid cases": "5",
+    "download youtube video": "6",
+    "goodbye": "7",
+    "greet": "8",
+    "open website": "9",
+    "play games": "10",
+    "play on youtube": "11",
+    "send email": "12",
+    "send whatsapp message": "13",
+    "take screenshot": "14",
+    "tell me about": "15",
+    "tell me joke": "16",
+    "tell me news": "17"
+  },
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.16.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 28996
+}

tf_model.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4bdb112ddf8fe06dcbf3e3b1be8cf82388656f89126fc3f6351e2afda583e4c7
+size 433584536