プロフィール詳細

プロジェクトを作成

★★★★★

☆☆☆☆☆

★★★★★

☆☆☆☆☆

Dr. Adnan S.に依頼

Pakistan

PhD | Statistician & Spatial Data Scientist | Quantitative Researcher | 12+ years experience (Python, Julia, R, MATLAB)

プロフィール概要

I'm a seasoned Statistician, Data Scientist and Visualization specialist with over 12 years of experience using programming languages like MATLAB, R, Julia, and Python. With a PhD and post-doctorate-level research experience, I've handled a wide range of problems involving extensive machine learning, data engineering, interpretation, and reporting. Currently serving as an Assistant Professor (CS), I teach statistics-related undergraduate and graduate courses, including 'Statistical and Mathematics for Data Science' and 'Spatial Data Science'. I'm also well-equipped to offer a range of services in the broad domain of statistics and data analytics, including (but not limited to) - Machine Learning & AI-driven decision-making - 2-D data plotting (time series analysis, correlation and covariance estimations, etc.) - 3-D plotting of point cloud geographical data - Statistical Inferences & Hypothesis testing - Geostatistics (spatial autocorrelations, variogram analysis, kriging) - Zonal statistics - Point pattern analysis - Remote Sensing, GIS and Spatial Analytics - Tutoring in Statistics, Spatial Data Science, and related subjects My academic background includes a Bachelor's degree in Electronics Engineering, for which I received the President's Gold Medal for securing the highest CGPA in my cohort. I was also awarded an Erasmus Mundus Scholarship to pursue the European Masters of Research in Information and Communication Technologies, a two-year graduate program. From 2013 onwards, I pursued formal academic research as a doctoral candidate, and briefly as a postdoc, at the Swiss Federal Institute of Technology, ETH Zurich, Switzerland. Whether you're looking for expert data analysis, insightful visualizations, or help with your statistics coursework, I'm here to help. Please don't hesitate to get in touch to discuss your project needs!

専門分野

• ★ Data Analysis
• ★ Regression Analysis
• ★ Spatial Statistics
• ☆ Remote Sensing
• ☆ Cluster Analysis
• ☆ Machine Learning
• ☆ Applied Statistics
• ☆ Correlation Analysis
• ☆ Trend Analysis
• ☆ Geographic Information Systems (GIS)
• ☆ Geography & Cartography
• ☆ Geographic Information Systems
• ☆ Environmental Science
• ☆ Environmental Statistics
• ☆ Radar
• ☆ R
• ☆ Technical & Scientific Writing
• ☆ Case Studies

サービス

• Writing
• Research
• Consulting
• Data & AI

Writing Technical Writing, General Proofreading & Editing

Research Market Research, User Research, Meta-Research, Feasibility Study, Technology Scouting, Scientific and Technical Research, Systematic Literature Review

Consulting Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Image Processing, Image Analysis, Algorithm Design-Non ML, Data Visualization, Big Data Analytics, Text Mining & Analytics, Data Mining, Data Cleaning, Data Processing, Data Insights

職務経験

Assistant Professor in Computer Science

Information Technology University

6月 2020 - 現在

学歴

Dr. sc. (Chair of Earth Observation & Remote Sensing)

Swiss Federal Institute of Technology, ETH Zurich, Switzerland

5月 2013 - 12月 2018

M. Sc. (Department of Electrical Engineering & IT)

Karlsruhe Institute of Technology, KIT

8月 2008 - 7月 2010

B. E. Electronics

National University of Sciences & Technology

7月 2003 - 12月 2006

認定資格

• 認定資格の詳細は未入力です。

出版物

JOURNAL ARTICLE

Muhammad Adnan Siddique, Tazio Strozzi, Irena Hajnsek, Othmar Frey(2019). A Case Study on the Correction of Atmospheric Phases for SAR Tomography in Mountainous Regions . IEEE Transactions on Geoscience and Remote Sensing. 57. (1). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 416--431. Institute of Electrical and Electronics Engineers ({IEEE})

(2018). SAR Tomography as an Add-On to PSI: Detection of Coherent Scatterers in the Presence of Phase Instabilities . Remote Sensing.

Siddique, M.A., Wegmuller, U., Hajnsek, I., Frey, O.(2016). Single-Look SAR Tomography as an Add-On to PSI for Improved Deformation Analysis in Urban Areas . IEEE Transactions on Geoscience and Remote Sensing. 54. (10). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 6119-6137.

CONFERENCE PAPER

Siddique, M.A., Wegmuller, U., Hajnsek, I., Frey, O.(2016). SAR tomography as an add-on to PSI: Gain in deformation sampling vis-a-vis quality of the detected scatterers . International Geoscience and Remote Sensing Symposium (IGARSS). 2016-November. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 1452-1455.

Siddique, M.A., Wegmöller, U., Hajnsek, I., Frey, O.(2016). SAR tomography as an add-on to PSI for improved deformation sampling in urban areas: A quality assessment . Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR.

Siddique, M.A., Wegmuller, U., Hajnsek, I., Frey, O.(2015). SAR tomography for spatio-temporal inversion of point-like scatterers in urban areas . International Geoscience and Remote Sensing Symposium (IGARSS). 2015-November. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 5272-5275.

Siddique, M.A., Hajnsek, I., Wegmuller, U., Frey, O.(2015). Investigating the combined use of differential SAR tomography and PSI for spatio-temporal inversion . 2015 Joint Urban Remote Sensing Event, JURSE 2015.

Siddique, M.A., Hajnsek, I., Wegmüller, U., Frey, O.(2015). Towards the integration of SAR tomography and PSI for improved deformation assessment in urban areas . European Space Agency, (Special Publication) ESA SP. SP-731.

Frey, O., Siddique, M.A., Hajnsek, I., Wegmüller, U., Werner, C.L.(2014). Combining SAR tomography and a PSI approach for highresolution 3-D imaging of an urban area . Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR. Proceedings of the European Conference on Synthetic Aperture Radar, EUSAR. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 1045-1048.

Sarfraz, M.S., Siddique, M.A., Stiefelhagen, R.(2013). RPM: Random points matching for pair-wise face-similarity . BMVC 2013 - Electronic Proceedings of the British Machine Vision Conference 2013.

Siddique, M.A., Sarfraz, M.S., Bornemann, D., Hellwich, O.(2012). Automatic registration of SAR and optical images based on mutual information assisted Monte Carlo . International Geoscience and Remote Sensing Symposium (IGARSS). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 1813-1816.

Iqbal, N., Siddique, M.A., Henkel, J.(2011). SEAL: Soft error aware low power scheduling by Monte Carlo state space under the influence of stochastic spatial and temporal dependencies . Proceedings - Design Automation Conference. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 134-139.

Broquetas, A., Fortes, M., Siddique, M.A., Duque, S., Merlano, J.C., Lopez-Dekker, P., Mallorquí, J.J., Aguasca, A.(2010). Bistatic SAR based on TerraSAR-X and ground based receivers . International Geoscience and Remote Sensing Symposium (IGARSS). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 114-117.

Iqbal, N., Siddique, M.A., Henkel, J.(2010). RMOT: Recursion in model order for task execution time estimation in a software pipeline . Proceedings -Design, Automation and Test in Europe, DATE. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 953-956.

BOOK

Hellwich, O., Wefelscheid, C., Lukaszewicz, J., Hänsch, R., Siddique, M.A., Stanski, A.(2013). Integrated matching and geocoding of SAR and optical satellite images . Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 7887 LNCS. Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 798-807.