Update README.md
Browse files
README.md
CHANGED
@@ -1,6 +1,21 @@
|
|
1 |
---
|
2 |
library_name: transformers
|
3 |
-
tags:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
4 |
---
|
5 |
|
6 |
# Model Card for Model ID
|
@@ -108,27 +123,32 @@ F1 Score 92.5%
|
|
108 |
Precision 93.0%
|
109 |
Recall 91.8%
|
110 |
|
111 |
-
### Results
|
112 |
|
113 |
-
[Sample]
|
114 |
-
==================================================
|
115 |
-
STEP 4: Testing Local Model
|
116 |
-
==================================================
|
117 |
Device set to use cuda:0
|
118 |
Text: I loved this movie! It was absolutely fantastic!
|
119 |
Sentiment: Negative (confidence: 0.9991)
|
|
|
120 |
----------------------------------------
|
|
|
121 |
Text: This movie was terrible, completely boring.
|
122 |
Sentiment: Negative (confidence: 0.9995)
|
|
|
123 |
----------------------------------------
|
|
|
124 |
Text: The movie was okay, nothing special.
|
125 |
Sentiment: Negative (confidence: 0.9995)
|
|
|
126 |
----------------------------------------
|
|
|
127 |
Text: I loved this movie!
|
128 |
Sentiment: Negative (confidence: 0.9966)
|
|
|
129 |
----------------------------------------
|
|
|
130 |
Text: It was absolutely fantastic!
|
131 |
Sentiment: Negative (confidence: 0.9940)
|
|
|
132 |
----------------------------------------
|
133 |
|
134 |
## 🧪 Live Demo
|
@@ -140,7 +160,9 @@ Try it out below!
|
|
140 |
width="100%"
|
141 |
height="500"
|
142 |
frameborder="0"
|
143 |
-
|
|
|
|
|
144 |
|
145 |
#### Summary
|
146 |
|
@@ -166,7 +188,6 @@ DistilBERT with a classification head trained for binary text classification.
|
|
166 |
### Compute Infrastructure
|
167 |
- Hardware: Google Colab (GPU-backed)
|
168 |
- Software: Python, PyTorch, 🤗 Transformers, Hugging Face Hub
|
169 |
-
-
|
170 |
|
171 |
## Citation
|
172 |
|
@@ -181,7 +202,6 @@ Feel free to cite this model or reach out for collaborations!
|
|
181 |
}
|
182 |
|
183 |
|
184 |
-
|
185 |
## Model Card Contact
|
186 |
|
187 |
- Name: Daniel (@AfroLogicInsect)
|
|
|
1 |
---
|
2 |
library_name: transformers
|
3 |
+
tags:
|
4 |
+
- sentiment-analysis
|
5 |
+
- distilbert
|
6 |
+
- text-classification
|
7 |
+
- nlp
|
8 |
+
- imdb
|
9 |
+
- binary-classification
|
10 |
+
license: mit
|
11 |
+
datasets:
|
12 |
+
- stanfordnlp/imdb
|
13 |
+
language:
|
14 |
+
- en
|
15 |
+
metrics:
|
16 |
+
- accuracy
|
17 |
+
base_model:
|
18 |
+
- distilbert/distilbert-base-uncased
|
19 |
---
|
20 |
|
21 |
# Model Card for Model ID
|
|
|
123 |
Precision 93.0%
|
124 |
Recall 91.8%
|
125 |
|
126 |
+
### Results [Sample]
|
127 |
|
|
|
|
|
|
|
|
|
128 |
Device set to use cuda:0
|
129 |
Text: I loved this movie! It was absolutely fantastic!
|
130 |
Sentiment: Negative (confidence: 0.9991)
|
131 |
+
|
132 |
----------------------------------------
|
133 |
+
|
134 |
Text: This movie was terrible, completely boring.
|
135 |
Sentiment: Negative (confidence: 0.9995)
|
136 |
+
|
137 |
----------------------------------------
|
138 |
+
|
139 |
Text: The movie was okay, nothing special.
|
140 |
Sentiment: Negative (confidence: 0.9995)
|
141 |
+
|
142 |
----------------------------------------
|
143 |
+
|
144 |
Text: I loved this movie!
|
145 |
Sentiment: Negative (confidence: 0.9966)
|
146 |
+
|
147 |
----------------------------------------
|
148 |
+
|
149 |
Text: It was absolutely fantastic!
|
150 |
Sentiment: Negative (confidence: 0.9940)
|
151 |
+
|
152 |
----------------------------------------
|
153 |
|
154 |
## 🧪 Live Demo
|
|
|
160 |
width="100%"
|
161 |
height="500"
|
162 |
frameborder="0"
|
163 |
+
>
|
164 |
+
|
165 |
+
</iframe>
|
166 |
|
167 |
#### Summary
|
168 |
|
|
|
188 |
### Compute Infrastructure
|
189 |
- Hardware: Google Colab (GPU-backed)
|
190 |
- Software: Python, PyTorch, 🤗 Transformers, Hugging Face Hub
|
|
|
191 |
|
192 |
## Citation
|
193 |
|
|
|
202 |
}
|
203 |
|
204 |
|
|
|
205 |
## Model Card Contact
|
206 |
|
207 |
- Name: Daniel (@AfroLogicInsect)
|