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Usman Ghani

Usman Ghani

Quantitative Analyst - Financial Services

INDIA flag
Bengaluru, India
$22.00/hrEntry LevelMercor

Key Skills

Software

MercorMercor

Top Subject Matter

No subject matter listed

Top Data Types

TextText

Top Label Types

Classification
Evaluation Rating

Freelancer Overview

AI/ML engineer with hands-on experience preparing, validating, and optimizing training datasets for supervised and unsupervised learning systems. Strong background in structured and unstructured data processing, model evaluation, and performance optimization. Experienced in building predictive models, NLP pipelines, and time-series forecasting systems with measurable accuracy improvements. Skilled in Python, SQL, Pandas, NumPy, Scikit-learn, and cloud-based workflows (AWS). Strong understanding of annotation consistency, dataset quality control, bias detection, and model feedback loops. Detail-oriented, highly analytical, and capable of maintaining high-precision standards in large-scale data labeling and AI training projects.

Entry LevelEnglish

Labeling Experience

Mercor

NLP Text Annotation & Sentiment Classification Project

MercorTextClassificationEvaluation Rating
Annotated and categorized unstructured text datasets for supervised machine learning applications. Assigned classification labels based on predefined annotation guidelines and ensured consistency across large volumes of data. Performed quality assurance checks to identify inconsistencies and reduce labeling errors. Reviewed edge cases and refined labels to maintain dataset integrity. Supported model evaluation workflows by analyzing misclassified outputs and improving annotation reliability.

Annotated and categorized unstructured text datasets for supervised machine learning applications. Assigned classification labels based on predefined annotation guidelines and ensured consistency across large volumes of data. Performed quality assurance checks to identify inconsistencies and reduce labeling errors. Reviewed edge cases and refined labels to maintain dataset integrity. Supported model evaluation workflows by analyzing misclassified outputs and improving annotation reliability.

2024 - 2024

Education

V

Vidyashilp University

Bachelor of Technology (Honours), Data Science, Minor in Finance

Bachelor of Technology (Honours)
2023 - 2027

Work History

A

Amazon

Solutions Architect

Bengaluru
2025 - 2025
J

J.P. Morgan

Investment Banking Analyst

Bengaluru
2025 - 2025