About

About me

Machine Learning Researcher (NLP) || Data Science Modeler

Izunna Okpala

Senior ML Research Scientist

My research intersects knowledge acquisition and inference generation with machine learning and natural language processing. Specifically, I study how an automated system can extract information from data to help avert crises and detect fraudulent activities.

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My Resume

Resume

My Resume is simplified below

Discover

2023-Date

Senior Research Scientist

Data Science Research
 
  • Currently working on the development of an interpretability system for large language models used in customer-facing Gen-AI applications and regulatory compliance models.
 

Data Science Modeler

Generative AI Team
 
  • Designed the data map to pull the DCC Root Cause flags/notes from the Snowflake environment and performed exploratory data analysis (EDA) to understand the distribution of the various root causes.
  • Replicated the UDAAP regulation compliance model using the GPT2 frameworks to detect agents' adherence to regulations during customer interactions.
  • Supported the development of the No Contact model, leveraging the LLaMa framework.
 
Anti-Money Laundering (AML) Team
 
  • Developed a hybrid machine learning model – NLP (RoBERTa) and Non-NLP (XGBoost) for fraud detection and bias control.
  • Automated the data preparation workflow in SAS, optimizing the ETL in Snowflake and improving efficiency.
  • Validated the text preprocessing pipeline using RoBERTa and implemented bias control mechanisms, which includes the removal of sensitive business domain information from texts to mitigate model bias.
  • Implemented Principal Component Analysis (PCA) to transform unbalanced numeric data samples and utilized SMOTE to balance oversampled data representation successfully, and Information value to weight the features.
 

University of Cincinnati

2020-2023

Research Fellow/Data Scientist

Digital Futures (Smart Synergies Lab)
 
  • Led the research and development of a human perception algorithm to gauge attitudes during crisis, leveraging leading NLP frameworks such as Transformers, SpaCy, CoreNLP, Gensim, and NLTK.
  • Conducted in-depth research on recommender systems using the collaborative filtering and two-tower approach for X post and user recommendation.
  • Designed a Fuzzy inference logic and incorporated it into the human perception pipeline, leveraging Sentence BERT (SBERT) to score similarities and enhance text prediction with comprehensive context understanding.
  • Engineered a scalable, end-to-end data pipeline to harmonize data from diverse sources, including X, Dimensions.ai, and Lexis Nexis.
 
School of IT (Civic Tech Lab)
 
  • Conducted machine learning research to detect similarities between 911, 311, and social media data for easy crisis response with Cincinnati open data and Twitter academic API.
  • Developed an API module for an operational picture tool (PIVOT) used to map local beliefs towards the COVID-19 pandemic with the Django framework.
  • Developed an NER and situational awareness flag from CrisisNLP dataset for understanding patterns in crisis.
 

Para Systems

2015-2020

Data Engineer/Solution Architect

I deployed data-centric systems for performance evaluation/prediction with the Naïve Bayes classifier. I also worked with a team that integrated existing BI reports into machine learning readability formats like JSON with Pandas, Numpy packages, and ChartJS for growth analysis. As a BI Developer, I designed and deployed BI solutions in Tableau, Qlik Sense, PowerBI, and SAP Lumira. I and my team also integrated data from PostgreSQL, MySQL, and OracleDB into BI platforms. Para Systems LTD is a leading BI Development Company in Nigeria having delivered solutions for the likes of NNPC Group, First Bank of Nigeria Plc, Union Bank of Nigeria Plc, City Securities Ltd, BT, Norweb, Telecom, MTN, Zain and Visafone.
  • Data Analysis
  • Software Development
  • Business Intelligence(BI) Development

NINLAN

2016-2020

Researcher (National Institute for Nigerian Languages)

Conducted academic research that addressed indigenous language archiving to eliminate language extinction in Nigeria with a focus on language data mining. Additionally, I developed software for digital language archiving and community involvement in Nigeria. There are over 450 indigenous languages in Nigeria.
Researches carried out
  • Development of Language Mining Platform for Nigerian Languages
  • Machine Learning Algorithm for Nigerian Languages
  • Text-to-Speech Synthesis in Nigerian Languages

Information Stash

2014-2018

Senior Software Developer

Information Stash is the leading media platform for all tech-related newsfeed. They engage in the business of Web/Software Development and management. They are also at the forefront of providing research analytics to organizations or persons of interest. The company began operation in the year 2013 and has developed over the years on its engagement with clients.
  • University Portals
  • Mobile App integration
  • Tech Blog

Agro Stash

2017-2020

Senior Software Developer

Agro Stash as the name suggests is an information Technology-driven Agricultural platform with the objective of empowering the youths in Nigeria through Agriculture. They intend to achieve this by offering various individuals who are ready to work with land spaces at a very reduced rate. At the harvesting season, all the products from the various farms can be sold through the Agro Stash platform and the proceeds given to the farmers.
  • Youth Empowerment
  • Land Space provision
  • E-commerce system

What i do

Services

  • Data collection
  • Data preprocessing
  • Natural Language Processing
  • Large Language Modeling
Negotiable $/₦

Data Analysis

Collects, cleans, preprocesses, visualizes and studies data sets to help solve problems...

  • Mobile App
  • Desktop App
  • Database Driven App
  • Model
  • Develop / User inerface
  • Testing
  • Integration
Negotiable $/₦

App Development

We offer BI Development, Software Development, Network Administration, Database Development, Database Management, and the transition from many manual platforms to digital systems.

  • Research
  • Model
  • Develop
  • Branding
Negotiable $/₦

Branding

Are you Influential, or you run n organization? Do you want to move from the backdoor to lime-light. We're offering you an opportunity to key into our program. We will brand your personality or business to a marketable solution.

  • Design
  • Development
  • User inerface
  • Managment
  • Marketing
Negotiable $/₦

Web Design

We offer professional web design and development services. We also offer web management for web apps development.

Ready to order your project ?

my skills

Skills

Researcher

Educational Research
95%
Logistic Regression
95%
Bayesian Classifiication
97%
Artificial Neural Network
95%
Support Vector Machine
98%
Natural Language Processing
93%
PHP
92%
Snowflake
94%
MySQL
95%
Oracle
73%
MongoDB
74%
Microsoft SQL
86%
Tableau
96%
PowerBI
95%
QlikSense
98%
Ajax
85%
Jquery
87%
AngularJS
85%
React Native
60%

Languages

Python

Java

R

PhP, JSP, ASP

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