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Syed Furqaan Ahmed

Syed Furqaan Ahmed

Expert in LLM Preference Data Generation and Model Alignment

India flagBangalore, India
$30.00/hrEntry LevelAws SagemakerAppenLabelbox

Key Skills

Software

AWS SageMakerAWS SageMaker
AppenAppen
LabelboxLabelbox
Label StudioLabel Studio
OpenCV AI Kit (OAK)OpenCV AI Kit (OAK)
RemotasksRemotasks
Scale AIScale AI
SuperAnnotateSuperAnnotate
Other

Top Subject Matter

No subject matter listed

Top Data Types

Computer Code ProgrammingComputer Code Programming
ImageImage
TextText

Top Task Types

Classification
Computer Programming Coding
Data Collection
Evaluation Rating
Fine Tuning

Freelancer Overview

My expertise sits at the unique intersection of business strategy and hands-on AI model evaluation. I specialize in the qualitative analysis of large language models, generating the high-quality, human-annotated preference data that is crucial for fine-tuning and improving model alignment. My approach is that of a technical researcher: I deconstruct model outputs to understand their strengths and weaknesses, providing detailed, data-driven feedback that development teams can use directly to enhance system performance and the end-user experience. This technical skill is always grounded in a strong understanding of the business lifecycle. As a founder and marketing strategist, I've led projects from concept to market, which gives me a unique perspective on user intent and the commercial goals behind the technology. I don't just evaluate whether an AI output is accurate; I assess whether it is effective, relevant, and aligned with the strategic objective. This blend of deep technical analysis and business acumen allows me to provide feedback that is not only precise but also practical and context-aware.

Entry LevelUrduHindiArabicEnglishPersian Farsi

Labeling Experience

Comprehensive Performance and Qualitative Analysis of a Speech Recognition Model

OtherAudioText GenerationDiagnosis
Conducted an in-depth technical analysis to benchmark and evaluate a leading speech recognition model (Whisper) on modern Apple Silicon hardware. This involved a significant qualitative assessment of transcription outputs, where I systematically compared model-generated text against a ground-truth dataset. I identified and categorized specific error patterns related to capitalization, spacing, and brand name recognition, creating a structured rubric to provide actionable feedback for developers.

Conducted an in-depth technical analysis to benchmark and evaluate a leading speech recognition model (Whisper) on modern Apple Silicon hardware. This involved a significant qualitative assessment of transcription outputs, where I systematically compared model-generated text against a ground-truth dataset. I identified and categorized specific error patterns related to capitalization, spacing, and brand name recognition, creating a structured rubric to provide actionable feedback for developers.

2025 - 2025

Full-Stack NLP Application for Customer Complaint Analysis

OtherTextEntity Ner ClassificationText Generation
Developed an end-to-end application to perform qualitative analysis on unstructured text from customer emails. The system automatically extracts and labels key business insights, including product categories, sentiment polarity, and specific complaint entities. This project involved creating a data processing pipeline using a cost-effective, locally-hosted language model to ensure data privacy and minimize operational costs.

Developed an end-to-end application to perform qualitative analysis on unstructured text from customer emails. The system automatically extracts and labels key business insights, including product categories, sentiment polarity, and specific complaint entities. This project involved creating a data processing pipeline using a cost-effective, locally-hosted language model to ensure data privacy and minimize operational costs.

2025 - 2025

Education

R

Ramaiah University of Applied Sciences

Bachelor of Business Administration, Business Administration

Bachelor of Business Administration
2023

Work History

S

Soul AI

AI/ML Researcher & Prompt Engineer

N/A
2025 - Present
C

Crowdwings

Founder & Marketing Strategist

N/A
2023 - Present