Ayush Tiwari
Bangalore
Summary
Experienced AI and Data Professional specializing in the design of Text-to-SQL chatbots at MathCo, optimizing data accessibility. Committed to delivering practical AI solutions that empower organizations to make data-driven decisions and achieve growth objectives.
Overview
3
3
years of professional experience
1
1
Certification
Work History
AI Analyst
Mathco(The Math Company)
Bangalore
10.2023 - Current
- Developed an end-to-end Text2SQL chatbot for a personalized database, enabling natural language queries to be converted into SQL, and returning results as interactive tables and visualizations (charts, graphs).
- Implemented conversational memory, allowing the chatbot to maintain context, and provide follow-up insights based on previous user queries.
- Designed and integrated a Document Question Answering (DocQA) pipeline that parses and extracts information from PDF and Word documents, enabling users to query unstructured data via chat.
- Utilized large language models (LLMs) (e.g., OpenAI, Hugging Face) with retrieval-augmented generation (RAG) architecture to improve answer accuracy and context relevance.
FULL STACK ANALYTICS INTERN
TheMathCompany
Bangalore
01.2023 - 08.2023
- Company Overview: TheMathCompany, a data science and analytics consulting firm, recognized by global entities like Forbes and NASSCOM, collaborates with industry leaders to leverage data for solving intricate business challenges.
- Led and managed a Healthcare service recommendation optimization project by employing advanced analytics techniques.
- Engineered a predictive model for optimal resource allocation, integrating patient interaction recency and other relevant variables.
- Proficiently created architectural and entity-relationship diagrams to ensure robust project implementation.
- TheMathCompany, a data science and analytics consulting firm, recognized by global entities like Forbes and NASSCOM, collaborates with industry leaders to leverage data for solving intricate business challenges.
SOFTWARE DEVELOPER AND ML INTERN
HighRadius Corporation
01.2022 - 04.2022
- Company Overview: HighRadius is renowned for AI-driven solutions automating Accounts Receivable and Treasury processes.
- Contribution to the Machine Learning Intern role involved significant responsibilities in data analysis, preprocessing.
- I meticulously performed data preprocessing in datasets, ensuring data quality for further analysis.
- Simultaneously, I designed a user-friendly web interface using frontend tools and integrated it with the refined dataset, creating a seamless platform for data interaction and manipulation.
- This approach created a solution merging data analysis and user experience, enabling users to seamlessly interact and perform CRUD operations on the dataset effortlessly.
- HighRadius is renowned for AI-driven solutions automating Accounts Receivable and Treasury processes.
Education
B.TECH - COMPUTER SCIENCE AND ENGINEERING
SRM Institute of Science and Technology
Chennai05.2023
SENIOR SECONDARY EDUCATION - CLASS XI & XII
Ascent Jnr College
Visakhapatnam05.2019
SECONDARY EDUCATION - CLASS X
O.P Jindal School
Angul04.2017
Skills
- Prompt engineering
- Python programming
- SQL queries
- Streamlit applications
- Data manipulation with Pandas and NumPy
- Data visualization with Matplotlib and Plotly
- Version control with Git and GitHub
- FastAPI development
- Text-to-SQL bot creation
- Information retrieval techniques
- Text embeddings (OpenAI, Sentence Transformers)
- Retrieval-augmented generation (RAG)
- Large language models (LLMs)
- Vector databases (FAISS, Pinecone)
Projects
1. Text2SQL Chatbot with Visual Analytics
Developed a chatbot that converts natural language queries into SQL, enabling users to interact with a personalized database. Integrated dynamic visualizations and context-aware conversation flow using Python, Streamlit, and Plotly.
2. Document Question Answering ChatbotBuilt an AI-powered chatbot capable of answering queries from unstructured documents (PDFs, Word) using LLMs and retrieval techniques. Leveraged embeddings and vector search to deliver accurate, context-based responses.
3. Predictive Healthcare Recommendation SystemLed a project to optimize healthcare service recommendations using predictive modeling. Applied feature engineering, outlier detection, and patient interaction data to improve resource allocation and model accuracy.
Certification
- Full Stack Analytics, TheMathCompany
- Problem Solving, Hackerrank
Languages
- English, Native or Bilingual Proficiency
- Hindi, Native or Bilingual Proficiency
Timeline
AI Analyst
Mathco(The Math Company)
10.2023 - Current
FULL STACK ANALYTICS INTERN
TheMathCompany
01.2023 - 08.2023
SOFTWARE DEVELOPER AND ML INTERN
HighRadius Corporation
01.2022 - 04.2022
B.TECH - COMPUTER SCIENCE AND ENGINEERING
SRM Institute of Science and Technology
SENIOR SECONDARY EDUCATION - CLASS XI & XII
Ascent Jnr College
SECONDARY EDUCATION - CLASS X
O.P Jindal School
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