Mohammad Taqi Moradi

About Mohammad Taqi Moradi

I am an AI Scientist and Machine Learning Engineer with over 7 years of experience…

Experience

1. Lead Gen Ai Scientist

   General Mills

   Jan 2023 — Present · St Paul, MN, US

   General Mills has several brands including Pillsbury, Post and several others. As a Lead AI Scientist I created a Knowledge management system that responds to nutrition related questions in a conversational way. This was done using RAG on OpenAI and Pinecone. Some tasks include:• Designed and Implemented Gen AI strategy for General Mills Involving Interactive Chat Agents, Retrieval Augmented Generation of Product data and Image Generation.• Utilized Universal Sentence Encoder and Bert Uncased 768 embeddings for clustering and encoding.• Employed K-Means and DB Scan algorithms to cluster embeddings and identify topics by locating centroids in the clustered text.• Utilized OpenAI API and ADA-002 Embeddings to vectorize text into 1536 element tensors.• Leveraged Pytest, Unittest, Django Frameworks, and Python Virtual Environments for testing purposes.• Employed NLP techniques such as Tokenization, Lemmatization and Removal of Stop Words for corpus management.• Created a document processing pipeline and utilized Langchain for chunking and document preparation.• Applied Syntactic NLP techniques such as Synonyms, Entities, and Phrase Syntax/Semantics analysis.• Conducted Linguistic Paraphrase testing simulations.• Developed Test Plan Designs/Test Cases for Phrase-Service Matching.• Automated NLP Features API and implemented Customer Query Service Department Classifications and Text Request Multi-Class Service Department Classifications.• Utilized NLP Manual (Annotation/Correction Language Synonyms/Entities Relations) for API Integrations.• Innovated with Large Language Models (LLMs), specifically GPT-3.5 and LLAMA 2, exploring in-context learning capabilities for topic identification, specifically using the Retrieval-Augmented Generation (RAG) approach.• Upload and inserted embedded information into Pinecone Vector DB.• Used Postman for API testing, ensuring seamless integration and functionality.

Education

• Kabul Polytechnic University

  Bachelor's degree

• Lovely Professional University

  Master's degree