Mahmoud Sobhy
Logistic Regression (LR) in detail | Sigmoid Function | Python Code | شرح عربى
#5 Software Testing | User Testing (Alpha, Beta, Acceptance) | Testing Exercises
#4 Software Testing | Integration Testing | System Testing | Release Testing
#3 Software Testing | Complete Test Case Example & Expected Outcome Analysis
BERT Model in detail | Pretrained Model | Fine-tuning | MLM | NSP | بالعربى
Multi-Head Attention
Encoder-Decoder Attention
Masked Self Attention (Decoder only Transformer)
Contextualized Embedding | Positional Encoding بالعربى
Self Attention (Encoder Only Transformer) بالعربى
#2 Software Testing | Control Flow Graph (CFG) | Independent Paths | Cyclometric Complexity (CCM)
#1 Software Testing | Development Testing | Unit Testing Examples
Architectural Design | Block Diagram
#7 UML | Sequence Diagram | Interaction Models
#6 UML | Entity Relationship Diagram (ERD)
#5 UML | DFD Part2 | Context Diagram | Level (0) DFD | Level (1) DFD
#5 UML | Data Flow Diagram (DFD) Part 1 | Entity | Process | Datastore
#4 UML | Class Diagram (Part 2) | Generalization | Dependency | Complete Examples
#4 UML | Class Diagram (Part 1) | Association | Aggregation | Composition
#3 UML | State Diagram | Event-driven Models
#2 UML | Use Case Diagram
#1 UML | Activity Diagram
Linear Regression - Part2 | Mathematical Examples | Gradient of Loss | مسائل متنوعة
Inference Rules | Premises | Conclusion | قواعد الاستدلال
How Support Vector Machine (SVM) Works Mathematically بالعربى
How does Linear Regression Work Mathematically بالعربى
#4 Text Representation (Frequency-based) | BOW, TFIDF, Co-occurrence| تمثيل النصوص بتكرار الكلمات
#3 Simple ِpreprocessing for Arabic Text| المعالجة المبدئية للنصوص
#2 Steps of NLP | خطوات معالجة اللغة الطبيعية
#1 Introduction | NLP Tasks | Data, Corpus, Corpora, Vocab | مقدمة