Update README.md
Browse files
README.md
CHANGED
@@ -13,19 +13,29 @@ should probably proofread and complete it, then remove this comment. -->
|
|
13 |
|
14 |
# distilbert-complaints-product
|
15 |
|
16 |
-
This model was trained from
|
17 |
|
18 |
## Model description
|
19 |
|
20 |
-
|
21 |
|
22 |
## Intended uses & limitations
|
23 |
|
24 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
25 |
|
26 |
## Training and evaluation data
|
27 |
|
28 |
-
|
29 |
|
30 |
## Training procedure
|
31 |
|
|
|
13 |
|
14 |
# distilbert-complaints-product
|
15 |
|
16 |
+
This model was trained from the (CFBP)[https://www.consumerfinance.gov/data-research/consumer-complaints/] dataset, also made available on the HuggingFace Datasets library. This model predicts the type of financial complaint based on the text provided
|
17 |
|
18 |
## Model description
|
19 |
|
20 |
+
A DistilBert Text Classification Model, with 18 possible classes to determine the nature of a financial customer complaint.
|
21 |
|
22 |
## Intended uses & limitations
|
23 |
|
24 |
+
This model is used as part of.a demonstration for E2E Machine Learning Projects focused on Contact Centre Automation:
|
25 |
+
|
26 |
+
- **Infrastructure:** Terraform
|
27 |
+
- **MLOps:** HuggingFace (Datasets, Hub, Transformers)
|
28 |
+
- **Cloud:** AWS
|
29 |
+
- Model Hosting: Lambda
|
30 |
+
- DB Backend: DynamoDB
|
31 |
+
- Orchestration: Step-Functions
|
32 |
+
- UI Hosting: EC2
|
33 |
+
- Routing: Gateway
|
34 |
+
- **UI:** Budibase
|
35 |
|
36 |
## Training and evaluation data
|
37 |
|
38 |
+
consumer_complaints dataset
|
39 |
|
40 |
## Training procedure
|
41 |
|