Tasfiya025 commited on
Commit
5cb05ff
·
verified ·
1 Parent(s): 9f0d3fa

Create README.md

Browse files
Files changed (1) hide show
  1. README.md +32 -0
README.md ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # CryptoTrendPredictor
2
+
3
+ ## Overview
4
+
5
+ CryptoTrendPredictor is a BERT-based model fine-tuned to predict short-term Bitcoin price movement direction (up or down) within the next 24 hours based on crypto-related news headlines and social media text. It outputs a binary prediction: **up** or **down**.
6
+
7
+ This model is intended for research and educational purposes only. It is not financial advice.
8
+
9
+ ## Model Architecture
10
+
11
+ - **Base model**: BERT-base-uncased
12
+ - **Task head**: Binary classification head
13
+ - **Hidden size**: 768
14
+ - **Number of layers**: 12
15
+ - **Parameters**: ~110M
16
+
17
+ Built using `BertForSequenceClassification` from the Transformers library.
18
+
19
+ ## Usage
20
+
21
+ ```python
22
+ from transformers import pipeline
23
+
24
+ predictor = pipeline(
25
+ "text-classification",
26
+ model="your-username/CryptoTrendPredictor"
27
+ )
28
+
29
+ text = "Bitcoin ETF approved by SEC, major institutions entering market"
30
+ result = predictor(text)
31
+ print(result)
32
+ # [{'label': 'up', 'score': 0.92}]