Syeda Tehreem Haider

• Machine Learning & Deep Learning for Signal Processing and Computer Vision
• AI for Medical Diagnostics (signal and image analysis)
• Digital Security: Audio Deepfake Detection & Face Recognition Systems
• Anomaly Detection & Pattern Recognition
• Remote Sensing Image Analysis for Security & Environmental Monitoring

• ORCID: https://orcid.org/0009-0005-7553-2188
• Google Scholar: https://scholar.google.com/citations?user=28GN_2IAAAAJ&hl=en
• Linkedin: https://www.linkedin.com/in/syeda-tehreem-haider-98418a25b/

Final Year Project – IntelliGuard: AI-Powered Detection of Forgeries in Audio Data (Python, MATLAB)

• Designed machine and deep learning pipeline using CNN-based Mel-spectrogram (audios to image conversion) analysis to detect spoofed audios.
• Fused cepstral (extracted from audios) and CNN features, applied MRMR for feature selection, and classified with KNN.
• Achieved 98.6% accuracy and 0.01% Equal Error Rate (EER).

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Heartbeat to Music Conversion Using Signal Processing (MATLAB)

• Recorded heartbeats via modified stethoscope-microphone system.
• Applied filtering, Fourier analysis, and frequency mapping to generate musical notes.

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AI-Based Face Recognition for Secure Authentication (Python, TensorFlow/Keras)

• Developed CNN-based facial recognition with data augmentation for robust performance.
• Achieved high accuracy under varying lighting and facial expressions for secure access control.

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Color Space Comparison for Image Classification (Python, OpenCV)

• Extracted color, texture, and edge features from RGB and HSV images.
• Evaluated classification accuracy to identify optimal feature representation.

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Leaf Recognition System (MATLAB)

• Utilized MATLAB based GUI for leaf segmentation and extracted features from segmented images.
• Classified species using MATLAB ML toolbox with high accuracy under challenging conditions.

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FPGA-Based Heart Rate Monitoring System (Verilog, MATLAB, Xilinx Vivado)

• Processed ECG signals from AD8232 sensor for binary conversion and thresholding.
• Implemented 16-bit classification in Verilog on Artix-7 FPGA with real-time display on LEDs/7-segment.

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Embedded Speech Recognition System on Zynq FPGA (Verilog, Quartus, Modelsim)

• Implemented speech recognition pipeline (MFCC, FFT) on ZedBoard Zynq FPGA.
• Recognized commands (“ON”, “OFF”) to trigger FPGA-based actions in real time.

"Recognition of Leukocytes using a Combination of Deep Features and Ensemble Classifier", IEEE Xplore, Presented at 19th IEEE ICET

"https://ieeexplore.ieee.org/abstract/document/10935053"

• Developed leukocyte classification system using ResNet18 transfer learning on Raabin-WBC dataset.
• Applied preprocessing and oversampling to address class imbalance, and extracted deep features from pooling layer of ResNet18.
• Achieved 99.5% accuracy with Ensemble Bagged Trees classifier using 5-fold cross validation

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"Pattern Analysis Framework for Detection of Cardiac Disorders using VCG Signal Analysis", IEEE Xplore, Presented at IEEE 5th ICACS

"https://ieeexplore.ieee.org/abstract/document/10473256"

• Developed pattern recognition framework for detecting BBB, CMP, and DYS from VCG signals.
• Applied Empirical Mode Decomposition (EMD) for preprocessing and extracted time, spectral, and cepstral features.
• Used Back Elimination for feature selection, achieving 97.9% accuracy with KNN (Fine) and 10-fold cross-validation.

• Neural Network 101: Image Recognition using Machine Learning – Simplilearn (Completed: 08/2024)
• Introduction to Large Language Models – Google Cloud x Simplilearn (Completed: 07/2024)
• What is Generative AI? – LinkedIn Learning (Completed: 06/2024)
• FPGA Computing Systems: Partial Dynamic Reconfiguration – Politecnico Milano 1863 x Coursera (Completed: 04/2024)
• Introduction to Computer Vision – Great Learning (Completed: 04/2024)
• Business Intelligence and Data Analytics: Generate Insights – Macquarie University x Coursera (Completed: 02/2024)

• Pakistan Engineering Council (PEC)
• IEEE Council on Electronic Design Automation
• IAENG (International Association of Engineers)
• IEEE Biometrics Council
• IEEE Sensors Council
• IEEE Systems Council
• Systems Engineering Society of Australia (SESA)

• [ 2023 ] Prime Minister's Youth Laptop Scheme - Awarding institution: Higher Education Commission

Awarded with a laptop under the PM's Youth Laptop Scheme for academic excellence.  

• [ 2023 ] Best Volunteer Award - Awarding institution: IEEE Consumer Electronics Society, UET Taxila

Recognized with the Best Volunteer Award by IEEE CES UET Taxila for exceptional  contributions and dedication to volunteer activities.

• Joint Secretary, IEEE Consumer Technology Society (CTSoc), UET Taxila, 08/01/23 - 05/31/24 (Event coordination and management, inter-society collaboration)
• Director Documentation, IEEE Consumer Electronics Society (CES), UET Taxila, 08/01/22 - 07/31/23 (Documentation management, communication and team coordination)

• English, Fluent
• Urdu, Native

• Teamwork
• Leadership
• Management
• Communication
• Critical Thinking
• Positive Attitude