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Research-minded
Grounded in statistics, evidence, and thoughtful experimentation.
Esra Akca · Senior Data Scientist
Data Science,Artificial Intelligence& Industrial Innovation
Senior Data Scientist working at the intersection of statistics, machine learning, industrial AI, and real-world business impact.
Borusan Makina ve Güç Sistemleri R&D / CaterpillarIstanbul, Türkiye
Senior Data Scientist
Esra Akca
Artificial Intelligence & Robotics
AI · Data · Impact
Focus areasMachine LearningIndustrial AIStatisticsR&DInnovation
About
Turning analytical depth into practical progress.
Esra Akca is a Senior Data Scientist focused on applying artificial intelligence, machine learning, and statistics to industrial problems. Her work bridges research and real-world operations, with a strong emphasis on creating measurable impact through data-driven innovation.
She has contributed to AI research, patented data science applications, peer-reviewed publications, and industry-focused knowledge sharing. Her approach combines analytical depth, applied AI thinking, and clear communication with academic and business audiences.
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Impact-oriented
Focused on solutions that move from models into operations.
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Openly shared
Making complex AI ideas useful to wider professional communities.
Expertise
Built for complexity. Grounded in outcomes.
A multidisciplinary practice spanning statistical foundations, machine intelligence, industrial context, and knowledge sharing.
Industrial AI & Predictive Analytics
Building data-led approaches that anticipate operational needs and support more proactive decisions.
Machine Learning & Statistical Modeling
Combining modern machine learning with statistical rigor to uncover reliable patterns in complex data.
Sound-Based Fault Detection
Exploring machine sounds as a rich signal for earlier, smarter malfunction diagnosis.
Data Science R&D
Turning emerging methods into testable concepts and practical industrial applications.
Applied Statistics
Using statistical thinking to frame the right questions, validate outcomes, and clarify uncertainty.
AI for Business Impact
Connecting technical capability with operational value, efficiency, and meaningful business outcomes.
Academic Research & Reviewing
Contributing to peer-reviewed work and academic evaluation across AI and data science.
Public Speaking & Mentoring
Sharing interdisciplinary ideas with students, researchers, and industry professionals.
Selected projects / impact
Where models meet machinery.
Selected themes across applied AI, operational intelligence, innovation, and shared learning.
Featured project
AI-Based Sound Diagnosis for Construction Machinery
A machine learning approach focused on detecting potential malfunction signals from construction machinery sounds, supporting faster diagnosis and more proactive service operations.
Sound AICNNFault DetectionIndustrial AI
Applied intelligence
Data Science Applications in Industrial Operations
Applied data science and statistical modeling to transform operational data into actionable insights for industrial use cases.
Data SciencePredictive AnalyticsOperations
Innovation
Innovation Through AI at Scale
Contributed to AI initiatives recognized in innovation and technology leadership contexts, reflecting the value of applied AI in heavy equipment and service operations.
InnovationR&DBusiness Impact
Knowledge sharing
Statistics & AI Knowledge Sharing
Shared perspectives on interdisciplinary statistics and industrial AI applications with university communities and professional audiences.
SpeakingEducationAI Awareness
Research & publications
Evidence first. Curiosity always.
Esra’s research interests include artificial intelligence, machine learning, sound-based diagnosis, applied statistics, and industrial data science. Her work includes peer-reviewed publications and contributions to academic evaluation processes.
Artificial IntelligenceSound-Based DiagnosisApplied StatisticsIndustrial Data Science
Highlighted research
CNN Based Ensemble Approach for Malfunction Detection from Machine Sounds
A research work exploring the use of sound data and machine learning methods for malfunction detection in construction machinery.
View publicationsTalks & knowledge sharing
Ideas grow when they travel.
Bringing industry and academia into the same conversation—through practical examples, interdisciplinary thinking, and open exchange.
Industry & academia
Interdisciplinary Statistics and Artificial Intelligence Applications in Industry
Connecting the statistical foundations of data science with real industrial AI use cases.
Community talks
University Data Science Community Sessions
Conversations with student communities, including data science and management information systems audiences.
Professional events
Conference / Keynote Participation
Contributing an applied AI perspective to professional and interdisciplinary conference programs.
Mentoring & awareness
AI Awareness for Students and Professionals
Making AI more tangible through practical examples, honest context, and shared learning.
Beyond work
Beyond Data
Outside her professional work, Esra enjoys activities that combine discipline, rhythm, balance, and exploration.
Beyond data · 01
Yan Flüt / Flute
A creative practice shaped by rhythm, breath, and expression.
Beyond data · 02
Tennis
Focus, timing, and disciplined movement.
Beyond data · 03
Pilates
Balance, strength, and mindful consistency.
Beyond data · 04
Sailing
Exploration, strategy, and harmony with nature.