I am a Backend and Machine Learning Engineer with 4 years of experience developing Python applications, REST APIs, and AI-enabled solutions using FastAPI, Flask, AWS, and Snowflake. I design scalable backend systems, integrate machine learning models, and collaborate with cross-functional teams to deliver reliable software. Looking for Backend or AI Engineering opportunities in Ireland, where I enjoy turning complex problems into robust, scalable solutions and staying current with ML trends and cloud best practices.

Aishwarya Bediskar

I am a Backend and Machine Learning Engineer with 4 years of experience developing Python applications, REST APIs, and AI-enabled solutions using FastAPI, Flask, AWS, and Snowflake. I design scalable backend systems, integrate machine learning models, and collaborate with cross-functional teams to deliver reliable software. Looking for Backend or AI Engineering opportunities in Ireland, where I enjoy turning complex problems into robust, scalable solutions and staying current with ML trends and cloud best practices.

Available to hire

I am a Backend and Machine Learning Engineer with 4 years of experience developing Python applications, REST APIs, and AI-enabled solutions using FastAPI, Flask, AWS, and Snowflake. I design scalable backend systems, integrate machine learning models, and collaborate with cross-functional teams to deliver reliable software.

Looking for Backend or AI Engineering opportunities in Ireland, where I enjoy turning complex problems into robust, scalable solutions and staying current with ML trends and cloud best practices.

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Experience Level

Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Expert
Intermediate
Beginner
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Language

English
Fluent

Work Experience

Software Developer (Contract) at EmergeGen, Dublin
April 1, 2025 - Present
Designed and deployed backend services using FastAPI, developing and validating RESTful APIs with Swagger/OpenAPI while optimizing for scalability and efficient request handling. Implemented OAuth 2.0 authentication and RBAC to secure application access and integrate user authorization with the Snowflake data warehouse. Developed full-stack applications using FastAPI (Python) and React.js, integrating frontend components with backend services and data processing workflows. Integrated OpenAI APIs to automate extraction and processing of structured and unstructured data (PDF, CSV), improving document processing workflows and reducing manual effort. Managed MySQL databases for efficient data storage and retrieval while collaborating with clients to gather requirements, validate solutions, and support production deployments.
Software Developer (Contract) at EmergeGen
April 1, 2025 - Present
Re-architected legacy Ruby on Rails system into scalable Python-based services using the Snowflake Native App Framework. Developed FastAPI-based RESTful APIs integrated with Snowflake and documented via Swagger. Implemented OAuth 2.0 authentication and RBAC for secure and scalable data access. Leveraged AI tools for parsing and automating data ingestion, reducing manual effort by 60%.
Software Developer (Contract) at EmergeGen
April 1, 2025 - Present
Re-architected legacy Ruby on Rails system into scalable Python-based services using the Snowflake Native App Framework. Developed FastAPI-based RESTful APIs, integrated with Snowflake, and documented via Swagger. Implemented OAuth 2.0 authentication and RBAC for secure, scalable data access. Leveraged AI tools for parsing and automating data ingestion, reducing manual effort by 60%.
AI/ML Engineer (Part-Time) at Finjourney
March 31, 2025 - July 25, 2025
Built AI-powered data interface using large language models and Streamlit to enable natural language queries over structured databases. Integrated LangChain for dynamic SQL generation from user inputs across MySQL, PostgreSQL, and Oracle. Enhanced chatbot response accuracy by 40% via optimized user input parsing using ChatOllama.
AI/ML Engineer (Part-Time) at Finjourney
March 31, 2025 - July 25, 2025
Built an AI-powered data interface using LLMs and Streamlit, enabling natural language queries over structured databases. Integrated LangChain, allowing dynamic SQL generation from user inputs across MySQL, PostgreSQL, Oracle. Enhanced accuracy of chatbot responses by 40% via optimized user input parsing using ChatOllama.
AI/ML Engineer (Part-Time) at Finjourney, Dublin
October 1, 2024 - March 1, 2025
Developed an AI-powered conversational interface using Streamlit and Large Language Models (LLMs), enabling users to query structured databases using natural language. Integrated LangChain to dynamically generate SQL queries from user prompts, supporting MySQL, PostgreSQL, and Oracle databases. Developed a flexible database connection layer to support multiple database systems, ensuring reliable backend connectivity and query execution. Enhanced natural language query processing and response generation using Llama 3 through ChatOllama, improving query accuracy and response quality.
Software Engineer (Full-Time) at Sagitec Solutions
August 31, 2023 - July 25, 2025
Engineered and maintained microservices using Python and Flask, with JWT-authenticated REST APIs. Improved SQL and MongoDB performance by 30% through indexing and query optimization. Collaborated with Angular front-end teams and deployed services using Docker and AWS ECS. Led CI/CD integration using GitHub Actions and managed Agile sprints in JIRA.
Software Engineer (Full-Time) at Sagitec Solutions
August 31, 2023 - July 25, 2025
Engineered and maintained microservices using Python and Flask, with JWT-authenticated REST APIs. Improved SQL/MongoDB performance by 30% through indexing and query optimization. Collaborated with Angular front-end teams and deployed services using Docker and AWS ECS. Led CI/CD integration using GitHub Actions and maintained Agile sprints in JIRA.
Software Engineer (Full-Time) at Sagitec Solutions, Pune
June 1, 2021 - August 1, 2023
Developed and maintained Python-based microservices using Flask, delivering scalable backend solutions for enterprise financial applications. Designed and implemented RESTful APIs secured with JWT authentication, integrating backend services with Angular applications to enable secure and seamless user interactions. Developed and enhanced core business functionalities for the Fort Worth Employees' Retirement Fund (FWERF), including service retirement, survivor benefits, and pension payment calculations. Improved application deployment and development workflows by containerizing services with Docker, deploying applications on AWS ECS, implementing CI/CD pipelines with GitHub Actions, and collaborating within Agile teams using JIRA.
Data Analyst (Full-Time) at Verificient Technologies
May 31, 2021 - July 25, 2025
Built data validation frameworks in Python and SQL to improve integrity across reporting pipelines. Designed dashboards with Power BI and Tableau, enabling real-time decision-making for business stakeholders. Led ETL processes, resolved data discrepancies, and improved reporting accuracy by 25%.
Data Analyst (Full-Time) at Verificient Technologies
May 31, 2021 - July 25, 2025
Built data validation frameworks in Python and SQL, improving integrity across reporting pipelines. Designed dashboards in Power BI and Tableau, enabling real-time decision-making for business stakeholders. Led ETL processes, resolving data discrepancies and improving reporting accuracy by 25%.
Data Analyst (Full-Time) at Verificient Technologies, Pune
April 1, 2020 - May 1, 2021
Developed automated data validation frameworks using Python and SQL, improving data quality, consistency, and accuracy across reporting workflows. Designed and developed interactive Power BI dashboards, enabling real-time performance monitoring and supporting data-driven business decisions. Developed, maintained, and troubleshot ETL pipelines, resolving data discrepancies to improve the reliability and accuracy of reporting processes.

Education

MSc at National College of Ireland
September 1, 2023 - September 30, 2024
Bachelor of Engineering at Savitribai Phule Pune University
August 1, 2016 - May 31, 2020
MSc at National College of Ireland
September 1, 2023 - September 30, 2024
Bachelor of Engineering at Savitribai Phule Pune University
August 1, 2016 - May 31, 2020
MSc in Artificial Intelligence at National College of Ireland, Dublin
September 1, 2023 - September 1, 2024
Bachelor of Engineering (Computer Science) at Savitribai Phule Pune University, Pune
August 1, 2016 - May 1, 2020

Qualifications

Artificial Intelligence and Business Strategy: Case Studies
August 1, 2023 - August 31, 2023
Artificial Intelligence and Business Strategy: Case Studies
August 1, 2023 - August 31, 2023
Spot Award – Sagitec Solutions
January 1, 2022 - July 3, 2026
Artificial Intelligence and Business Strategy: Case Studies
August 1, 2023 - July 3, 2026

Industry Experience

Software & Internet, Financial Services, Professional Services, Media & Entertainment, Education