Skills Required:

1) Python : Expert

2) LLM : Expert

3) Prompt Engineering : Expert

4) Postgresql : Good

Details -

Created AI Bot which can help -

1. User to finish their onboarding
2. Helps to filter data
3. Helps to navigate platform and provide required information
4. Tells about their holding, trades, commitments
5. Provide asset specific information as per requirement

Skills Required:

1) Python: Expert

2) Django: Expert

3) XGBoost : Good

4) Data Science: Expert

Details -

• Developed a ML model designed to predict loan approval status (good/bad customer) based on customer demographics and credit report data.
• The model aided in credit risk assessment, improved decision-making processes and reduced financial risk
• K-fold cross-validation used to evaluate multiple models and assess their generalizability 
• Evaluated accuracy, precision, recall, and other metrics to determine the best performing model. XGBoost expected to be strong contender 
• Imputed using MICE (Multivariate Imputation by Chained Equations) to consider dependencies between features. This improves data accuracy and avoids bias

Skills Required:

1) Python: Expert

2) Django: Expert

3) Postgresql: Good

4) BigQuery: Good

5) Data Science: Good

6) Prompt Engineering: Expert

7) LLM Models: Expert

Details -

• Developed a LLM model using ChatVertexAI which will understand natural language and will convert it into SQL query to get answer from Database.
• This model will help user to directly communicate with directly Database without any knowledge of languages like SQL 
• This model will also convert query results into natural language for end users along with that it will explain logic implemented by bot to get result and will provide query as well which is created by model for verification.
• It will also create CSV files which will be available for end user to download.
• It can understand context and can refer previous conversations to answer next question.

Skills Required:

1) Python : Expert

2) LLM : Good

3) Prompt Engineering : Expert

Details -

• Customer will have chat with bot to know the nearest clinic
• To check doctor's availability at particular clinic
• Book appointment of doctors based on availability of slots

Skills Required :

1) Python : Expert

2) Pandas : Expert

3) Flask : Good

4) MySQL : Good

Details -

• Customer can start conversation and Book new health insurance, Vehicle insurance via WhatsApp.
• Customer can claim insurance using chat-bot
• Bot will send alter messages to customers based on some creteria.

Skills Required:

1) Automation Edge : Good

2) Postgresql : Good

Details -

• Timely processing was essential for this project because even an hourly delay could result in a two-lakh Rupees fine for the client.
• With given credentials login to Bank's portal and download file of customers who are bad as per potal.
• Again login with another credentials and block all customers which are identified as bad customers
• Send email with attachment containing list of blocked customers to bank's authorities.