Ijya Sharma
Associate Data Scientist
Bangalore
Summary
Dynamic and innovative technology enthusiast with a strong passion for pushing the boundaries of what is possible. Adept at navigating complex challenges and delivering impactful solutions in fast-paced, cutting-edge environments. Possessing robust interpersonal skills, exceptional time management, and a keen problem-solving mindset, committed to continuous learning and professional growth. Eager to leverage abilities in a full-time role that harmonizes with the company's ambitions, fostering both personal and organizational success.
Overview
3
3
years of professional experience
2
2
Languages
6
6
years of post-secondary education
Work History
Associate Data Scientist
Digit Insurance
Bangalore
12.2022 - Current
- Spearheaded NLP initiatives as an Associate Data Scientist, expertly crafting a cutting-edge chatbots and virtual assistant using the Rasa Framework, delivering a robust AI solution from inception to deployment.
- Mastered the Rasa Framework, employing its full suite of features to optimize chatbots functionality and user interaction.
- Engineered a bespoke wrapper API to augment chatbots performance, streamlining response mechanisms for superior user experience.
- Proficient in developing conversational AI solutions using the RASA framework. Successfully implemented and deployed two chatbots, leveraging natural language processing techniques to enhance user interactions and streamline processes.
- Developed a sophisticated chatbots for WhatsApp, employing various conversation flows, custom actions, and dynamic utterances based on predicted user intent. Enhanced user experience through tailored responses and streamlined interactions. Additionally, developed wrapper API using FastAPI to optimize service delivery and improve overall performance.
- Managed entire lifecycle of chatbots interactions, from collecting and organizing user responses to dynamically generating tailored replies based on conversation flow and user intent. Leveraged data-driven insights to personalize responses and ensure seamless user experience. Implemented advanced techniques to handle conversation stories and intents effectively, resulting in highly engaging interactions and improved user satisfaction.
- Developed rule-based guidance chatbot using RASA framework, designed to assist users through complex processes. Utilized detailed process flow diagrams to inform chatbot's logic and decision-making. Implemented rule-based strategies to provide accurate and contextually relevant guidance, resulting in a user-friendly and effective support system.
- Streamlined data collection methods, resulting in more efficient analysis and reporting
- Implemented machine learning algorithms to improve model performance and prediction capabilities
- Collaborated with cross-functional teams to identify key data insights and optimize processes
Graduate Trainee Engineer
Digit Insurance
Bangalore
12.2021 - 12.2022
- As a Graduate Trainee Engineer within the NLP team, spearheaded intent prediction projects by leveraging the Rasa Framework. Implemented meticulous preprocessing and data analysis techniques to enhance model accuracy. Mastered the Rasa Framework, particularly focusing on text-based intent recognition and entity extraction with Rasa NLU, resulting in significant improvements in performance and functionality.
- I focused on making Rasa chatbots better at understanding what users want. I looked at the data we used to train the chatbots and figured out ways to make them work even better. By using tools like confusion matrix and checking precision, recall, and F1 score, I made sure our chatbots were getting things right more often. I also made sure the chatbots could pick out important details from what users said and improve their responses.
Intern
CDAC
Jaipur
01.2021 - 07.2021
- Completed successful Data Science internship, which included an independent project. Conducted thorough analysis of the Zomato dataset using Python libraries such as Pandas, Seaborn, Matplotlib, and Folium for advanced data visualization. Participated in professional development activities to enhance skills, contributing to personal growth and potential future employment opportunities. Collaborated effectively with team members from various departments, fostering a cohesive work environment to achieve common goals.
Education
Masters Of Computer Application (MCA) -
Lachoo Memorial College of Science And Technology
Jodhpur, Rajasthan India 07.2018 - 10.2021
Bachelor of Science -
Lachoo Memorial College Of Science And Technology
Jodhpur , Rajasthan India 07.2015 - 06.2018
Skills
PostgreSQL
Python
Rasa Framework
Natural Language Processing (NLP)
Teamwork and Collaboration
Data Cleaning
Python Programming
Agile Methodology
Postman, Flask and Fast
Kubernetes and Docker
SQL
Multitasking Abilities
Work Availability
monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
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Accomplishments
- Prompt Engineering with Llama 2&3 (DeepLearning.ai (https://learn.deeplearning.ai/accomplishments/48e063ab-947d-41e4-a8f3-bfd014fe9b9d?usp=sharing))
- Building Applications with Vector Databases (DeepLearning.ai (https://learn.deeplearning.ai/accomplishments/65d6c710-a9a1-4c81-b6db-9dc12f606fd6?usp=sharing))
Timeline
Associate Data Scientist
Digit Insurance
12.2022 - Current
Graduate Trainee Engineer
Digit Insurance
12.2021 - 12.2022
Intern
CDAC
01.2021 - 07.2021
Masters Of Computer Application (MCA) -
Lachoo Memorial College of Science And Technology
07.2018 - 10.2021
Bachelor of Science -
Lachoo Memorial College Of Science And Technology
07.2015 - 06.2018