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طرق تمييز الوجه بالاعتماد على التعلم الالي == Face Recognition Methods based on Machine Learning

Author name: ايمان جاسم محمد
Supervisor name: اسماعيل طه احمد
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

تصنيف الاشارة القلبية (ECG) باستخدام طريقة تعلم الالة == Machine Learning Driven Approach for ECG Signal Classification

Author name: اية حامد امين
Supervisor name: مازن عبد محمد | احمد نوري رشيد
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

اطار عمل للرؤية بالتركيز التلقائي المعرف بالبرمجيات باستخدام التعلم العميق == Software Defined Autofocus Vision Framework Using Deep Learning

Author name: انور احمد صالح
Supervisor name: رباح نوري فرحان
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

الكشف عن الاطفال المصابين بالتوحد بالاعتماد على التعلم الالي == Detection Children with Autism based on Machine learning

Author name: انس ذياب صليبي
Supervisor name: خطاب معجل علي الهيتي
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

تحسين تباين الصورة بالاعتماد على تقنيات التحسين == Image Contrast Enhancement based on Optimization Techniques

Author name: امنه حيدر ذياب
Supervisor name: وسام محمد جاسم
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

الشبكة العصبية التلافيفية الكمومية لتشخيص فايروس كورونا == Quantum Convolutional Neural Network for Covid-19 Detection

Author name: محمد يوسف ابراهيم
Supervisor name: بلال الخطيب
General topic: Computer Science
Specific topic: Computer Science
Degree: Doctorate
Language: English
University location: Anbar

تصنيف المشاعر لمراجعات الادوية باستخدام تقنيات التعلم الالي == Sentiment Classification of Drug Reviews Using Machine Learning Techniques

Author name: محمد الامين عبد الستار حميد
Supervisor name: خالد شاكر جاسم | هيثم عباس خلف
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

نظام تصنيف ومراقبة مرضى كورونا 19 - بالاعتماد على شبكة المتحسسات اللاسلكية ونظام التعلم الالي == Classification of COVID-19 Monitoring System based on Wireless Sensor Network and Machine Learning

Author name: ماجد حميد فهد
Supervisor name: احمد نوري رشيد
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

تحسين مسار الروبوت لتحديد مواقع الاشعة السينية على اساس خوارزميات الاستلال العليا == Robot Trajectory optimization for X-ray Positioning based on Metaheuristics Approaches

Author name: كيان رحيم قاسم
Supervisor name: عصام طه ياسين | يوسف المشهداني
General topic: Computer Science
Specific topic: Computer Science
Degree: Doctorate
Language: English
University location: Anbar

خوارزمية تشفير فعالة تعتمد على تقنية الفوضى المفرطة == Development of Image Encryption approachs Based on Hyperchotic and Transform Techniques

Author name: كوثر محمد خلف
Supervisor name: علي مكي صغير
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

كشف النزيف داخل الجمجمة في الصور المقطعية بالاعتماد على التعليم الالي == Intracranial Hemorrhage (ICH) Detection in CT Images Based on Machine Learning

Author name: محمد عبد الحميد عبد المجيد
Supervisor name: عزمي توفيق حسين | عمر منذر العكاشي
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

نظام تصويت الكتروني امن يعتمد على تقنية Blockchain == Secure E-Voting System Based on Blockchain Technology

Author name: صبا عبد الباقي سلمان الخيلاني
Supervisor name: سفيان تايه الجنابي | علي مكي صغير
General topic: Computer Science
Specific topic: Computer Science
Degree: Doctorate
Language: English
University location: Anbar

اقتراح نظام مصادقة متبادلة امن في حوسبة الضباب == Proposing a Secure Mutual Authentication Scheme for Fog Computing

Author name: سلوان رافع حمادي
Supervisor name: عمر عبد الرحمن داود
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Anbar

خوارزمية تحسين تجميع النص بناء على الحد الادنى للشجرة الممتدة == An Enhancement Text Clustering Algorithm Based on Minimum Spanning Tree

Author name: شيماء مهدي عريبي
Supervisor name: كاظم حسن كبان
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Dhi Qar

نماذج التعرف على بصمات الاصابع باستخدام معمارية VGG16, ResNet50, CNN == Fingerprint Identification Models Using VGG16, ResNet50, CNN Architectures

Author name: حسين غالب محمد
Supervisor name: زينب علي خلف
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Basrah

تصنيف الصور الرقيمة == Digital Image Classification

Author name: عماد ناجي احمد
Supervisor name: هشام الراوي | نبيل هاشم كاغد
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Babylon

نظام تحديد الهوية البيومترية المحسن بالاعتماد على بصمات الاصابع باستخدام النماذج التجميعية للتعلم العميق == Enhanced Fingerprint - Based Biometric Identification System Using Ensemble Deep Learning Models

Author name: ساجدة جابر حبيب
Supervisor name: عبد الوهاب سامي ابراهيم
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • Fingerprint Recognition using CNN
  • Related Works
  • Problem Statement
  • Fingerprint Identification System
  • Fingerprint Characteristics and Patterns
  • Benefits of Fingerprint Recognition Systems
  • Limitations of Fingerprint Recognition Method
  • Convolution Neural Network (CNN)
  • Methods for Transfer Learning
  • Categorical Crossentropy
  • Training Models for Fingerprint Recognition Tasks
  • AlexNet Model
  • ResNet50 Model
  • ResNet101 Model

اخفاء الصورة استنادا الى k - mean والخريطة الفوضوية == Image steganography Based on k - mean and Chaotic map

Author name: هبه عدنان قاسم
Supervisor name: رنا سعد محمد
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • Linguistics Steganography
  • Technical Steganography
  • Audio Steganography
  • Video Steganography
  • Portable Network Graphics (PNG)
  • Joint Photographic Expert Group (JPEG/JPG)
  • Tagged Image File Format (TIFF/TIF)
  • Least Significant Bit (LSB)
  • Peak Signal Noise Ratio (PSNR)
  • Structure Similarity Index (SSIM)
  • : Design and Implementation of different algorithms proposed
  • DNA-LSB Steganography (The First Method)
  • Embedding Process (The First Method)
  • Extracting Process (The First Method)
  • K-mean-DNA-LSB Steganography (The Second Method
  • Embedding Process (The Second Method)
  • Extracting Process (The Second Method)
  • Chaotic Map (Tent Map)
  • Extracting by LSB
  • Peak Signal Noise Ratio Test
  • Pearson Correlation Coefficients (PCC)
  • Visual Test of Stego Image
  • 2Visual Test of the Second Method

تقييم العمل التجاري عبر الشبكة الاجتماعية باستخدام التعلم العميق == Assessment of commercial action via social network using deep learning

Author name: نبوغ حسين باقر
Supervisor name: احمد طارق صادق | زهير حسين علي
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • 2.2.1. Importance of Sentiment Analysis
  • 2.3. Text Pre-Processing
  • Term Frequency-Inverse Document Frequency
  • Convolution Neural Network
  • Support Vector Machine
  • Introduction of Summarization
  • Recurrent Neural Network
  • The Vanishing Gradient Problem in RNN
  • Splitting Dataset
  • Feature Extraction using LSI
  • Assessment of Commercial Action Based Summarization model
  • Comparing the Proposed Models’ Results with other Related Work

خوارزمية تشفير الصور تعتمد على خريطة فوضوية جديدة سداسية الابعاد == An Image Encryption Algorithm Based on a New 6 - D Chaotic Map

Author name: نرجس نصيف جاسم
Supervisor name: صادق عبد العزيز مهدي
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • Related study on the chaotic Six-Dimensional System
  • Encryption algorithms based six-dimension chaotic systems
  • Chaotic systems Characteristics
  • Type of chaotic systems
  • The evaluation metrics
  • Analysis of Histogram
  • Peak Signal to Noise Ratio (PSNR) and MSE
  • Differential Attack Analysis
  • Key Sensitivity Analysis
  • Chaotic System Analysis
  • Symmetry and invariability
  • Lyapunov Exponents and Lyapunov Dimensions.
  • The Proposed System Layout
  • Sensitivity to Initial Conditions
  • Results and Discussion
  • hard ware and software specification

نظام اكتشاف الدخيل في المنزل الذكي المعتمد على تحسين خوارزميات التعلم العميق == Smart Home Intruder Detection System Based on Enhance Deep Learning Algorithms

Author name: هبة حميد علي
Supervisor name: جولان روكان نايف | وليد رشيد حمود
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • Problem Statement
  • Aim of The Thesis
  • IoT Architecture
  • Computer Vision(CV
  • Image Preprocessing
  • Preprocessing Algorithms for Face Recognition
  • Histograms of Oriented Gradients (HOG) for Face Detection
  • Machine Learning (ML) Approaches
  • Support Vector Machines(SVM
  • Convolution Neural Network (CNN
  • 4 Fully Connected (FC) Layer
  • Overfitting and Underfitting
  • Pre-Trained Model for CV
  • Raspberry Pi (RPI) Configuration with Camera and Sensors
  • 6 Image Preprocessing Phase
  • 8 Convert Model To Lite Model phase
  • Dataset Creation Result
  • Detect and Crop Only Faces Image
  • Distribute The Pooled Data Set to Training , Validation, and
  • TestingAugmentation Image Data and Resize Image to 224*224
  • The Training and Testing Phase

تصميم خوارزمية خفيفة الوزن لتشفير البيانات في انترنت الاشياء == Design Lightweight Algorithm for Data Encryption in IoT

Author name: رسول صلاح سلمان
Supervisor name: علاء كاظم فرحان | علي شاكر محمود
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • Substitution Box (S-box)
  • Lightweight AES algorithm
  • The Problem Statement
  • Internet of things Attacks
  • Lightweight Cryptography (LWC)
  • Lightweight Block ciphers
  • Advanced Encryption Standard (AES)
  • Two-dimensional Logistic Map
  • Main Components of an IoT System
  • Features of an Excellent Cryptographic Algorithm
  • The Proposed Encryption Algorithm (LWAES-128)
  • Key Generation of System
  • The Encryption Process utilizing LWAES-128 Algorithm
  • Implementation of the System
  • Requirements and Environment
  • Substitution-Box Evaluation
  • Substitution-Box Evaluation Through Encrypting an Image
  • Implementation of Encryption Process

ترميز اشارات الكلام بتقنيات مختلفة == Speech Signal Encoding Using different techniques

Author name: مروا جمال هادي
Supervisor name: طارق احمد حسن
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • Objectives of Research
  • Main Goal and Contribution
  • Research Methodology
  • Origin of Human Speech Signals
  • Speech Signal Classification
  • Gauss Chaotic Map
  • 2.6 Transform Coding
  • Discrete Cosine Transform
  • 2.9 Metrics of Performance Evaluation
  • Libri-Speech Dataset
  • Second Approach Design
  • Encoding Phase
  • 4.4 Results of the First Proposed Method
  • Results obtained by Libri-Speech Dataset
  • Results obtained by Collected Dataset
  • Results of the Second Proposed Method
  • Results achieved by Libri-Speech Dataset
  • Results achieved by Collected Dataset
  • Comparison of proposed Methods

امنية الحوسبة السحابية باستخدام نظام فوضوي مع خوارزمية هجينة مخففة من mCrypton - salsa20 == Cloud Computing Security using Chaotic System and Hybrid Lightweight mCrypton - salsa20 Algorithm

Author name: مصعب ابراهيم حميد
Supervisor name: حيدر كاظم حمود
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • Related Work for mcrypton algorithm and hybrid algorithms
  • Related Work for cloud computing security
  • Problem statement
  • Issues of Cloud Computing
  • Threats and Vulnerabilities in cloud computing
  • Methodologies for Cloud Computing
  • Cloud Computing Security
  • Lightweight Cryptographic Algorithms
  • Lightweight Block Ciphers Algorithms
  • Lightweight Stream Ciphers Algorithms
  • Salsa20 algorithm
  • Message Authentication codes
  • The suggested New Lightweight Hybrid Encryption Algorithm (combination of mCrypton, Salsa20 and
  • Extra stage) (LHCSEA-64 bits)
  • Lightweight Hybrid Encryption Algorithm
  • (LHCSEA-128 bits)
  • Lightweight Hybrid Encryption Algorithm
  • (LHCSEA-256 bits)
  • The proposed Authentication Layer in PHLSC

تقييم اجابات الاسئلة القصيرة باستخدام تقنيات التنقيب عن النصوص والشبكة الدلالية == Evaluation of short question answers using text mining techniques and semantic net

Author name: سميه حسام الدين مجبل
Supervisor name: احمد طارق صادق
General topic: Computer Science
Specific topic: Computer Science
Degree: Master
Language: English
University location: Baghdad
Key words:
  • Problem Statement
  • Text Mining Stages
  • Information Extraction
  • Short Answer Assessments in E-learning
  • WuPalmer – WordNet Similarity
  • Latent Semantic Analysis (LSA
  • 2 Framework of Proposed System
  • Semantic Network Construction
  • DSCS) Dataset Results
  • Mohler Dataset Results
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