Access_And_Affordability Air_Quality Business_Ethics Business_Model_Resilience Competitive_Behavior Critical_Incident_Risk_Management Customer_Privacy Customer_Welfare Data_Security Director_Removal Ecological_Impacts Employee_Engagement_Inclusion_And_Diversity Employee_Health_And_Safety Energy_Management GHG_Emissions Human_Rights_And_Community_Relations Labor_Practices Management_Of_Legal_And_Regulatory_Framework Physical_Impacts_Of_Climate_Change Product_Design_And_Lifecycle_Management Product_Quality_And_Safety Selling_Practices_And_Product_Labeling Supply_Chain_Management Systemic_Risk_Management Waste_And_Hazardous_Materials_Management Water_And_Wastewater_Management
---
language:
- en
tags:
- text-classification
- bert
- pytorch
license: apache-2.0
widget:
- text: "In fiscal year 2019, we reduced our comprehensive carbon footprint for the fourth consecutive year—down 35 percent compared to 2015, when Apple’s carbon emissions peaked, even as net revenue increased by 11 percent over that same period. In the past year, we avoided over 10 million metric tons from our emissions reduction initiatives—like our Supplier Clean Energy Program, which lowered our footprint by 4.4 million metric tons. "
  example_title: "Carbon Footprint"
---

# ESG BERT

(Uploaded from https://github.com/mukut03/ESG-BERT)

**Domain Specific BERT Model for Text Mining in Sustainable Investing** 

Read more about this pre-trained model [here.](https://towardsdatascience.com/nlp-meets-sustainable-investing-d0542b3c264b?source=friends_link&sk=1f7e6641c3378aaff319a81decf387bf)

**In collaboration with [Charan Pothireddi](https://www.linkedin.com/in/sree-charan-pothireddi-6a0a3587/) and [Parabole.ai](https://www.linkedin.com/in/sree-charan-pothireddi-6a0a3587/)**


### Labels

0: Business_Ethics  
1: Data_Security  
2: Access_And_Affordability  
3: Business_Model_Resilience  
4: Competitive_Behavior  
5: Critical_Incident_Risk_Management  
6: Customer_Welfare  
7: Director_Removal  
8: Employee_Engagement_Inclusion_And_Diversity  
9: Employee_Health_And_Safety  
10: Human_Rights_And_Community_Relations  
11: Labor_Practices  
12: Management_Of_Legal_And_Regulatory_Framework  
13: Physical_Impacts_Of_Climate_Change  
14: Product_Quality_And_Safety  
15: Product_Design_And_Lifecycle_Management  
16: Selling_Practices_And_Product_Labeling  
17: Supply_Chain_Management  
18: Systemic_Risk_Management  
19: Waste_And_Hazardous_Materials_Management  
20: Water_And_Wastewater_Management  
21: Air_Quality  
22: Customer_Privacy  
23: Ecological_Impacts  
24: Energy_Management  
25: GHG_Emissions  


### References:
[1] https://medium.com/analytics-vidhya/deploy-huggingface-s-bert-to-production-with-pytorch-serve-27b068026d18