MyKnowledgeBase 🧠🔒

Personal Knowledge Base & Technical Research Hub
Curated by Ahmed BARGADY — Graduated Data Scientist, AI Engineer & PhD Researcher at UM6P.
Comprehensive theoretical derivations, PyTorch/DGL code implementations, APT threat detection syntheses, and production system architectures.

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🛠️ Technology Stack & Frameworks

🤖 AI, Machine Learning & Graph Intelligence

🔒 Cybersecurity & Threat Detection

⚡ Systems, Cloud & Web Engineering

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🏛️ Knowledge Base Architecture

1. 🤖 AI & Deep Learning (/docs/ai-deep-learning/)

• Foundations & Optimization: Neural network forward/backpropagation from scratch, loss landscapes, convex optimization, KKT conditions, ADMM solver exercises.
• Computer Vision & Representation: CNNs, Pooling/Conv layers, Autoencoders (AE, MAE, VAE, GANs).
• Sequence Modeling & NLP: RNNs, LSTMs, GRUs, Bi-LSTMs, Transformers, Attention Mechanisms, Tokenization, BERT, Modern BERT.
• Graph Representation Learning: Graph Embeddings, GCNs, GraphSAGE, GAT, Contrastive Learning, Graph Autoencoders (GAE, GraphMAE), DGL practical labs.
• Generative Diffusion: Probability theory, Variational Inference, Stochastic Calculus, DDPM, Stable Diffusion.

2. 🔒 Cybersecurity & APT Detection (/docs/cybersecurity/)

• Foundations & Career: Certificate syntheses, risk management, network security, Linux/SQL audit pipelines.
• Malware Analysis: Static/dynamic analysis workflows, hexadecimal arithmetic, threat intelligence.
• Provenance & System Log Analysis: System log anomaly detection algorithms (MAGIC '24 USENIX, ThreaTrace '22 TIFS, UNICORN '20 NDSS, Holmes '19 S&P, Radar).
• APT Datasets: DARPA TC E3/E5, OPTC, StreamSpot, ATLAS, DARPA CDM v18 schema analysis.

3. ⚡ Production Projects (/docs/projects/)

• Agentic GraphRAG Digital Twin: Overview, RAG foundations, MCP Server integration, FastAPI SSE streaming, security guardrails, visualization, and architecture recaps.

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🚀 Local Development

# Clone repository
git clone https://github.com/AhmedCoolProjects/MyKnowledgeBase.git
cd MyKnowledgeBase

# Install dependencies
npm install

# Start development server
npm start

# Build production static bundle
npm run build

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👨‍🔬 Author & Contact

Ahmed BARGADY

• Role: Graduated Data Scientist & AI Engineer | PhD Student @ UM6P
• Email: ahmed.bargady@um6p.ma
• Website: bargady.online
• GitHub: @AhmedCoolProjects
• HuggingFace: @ahmedBargady
• LinkedIn: Ahmed Bargady
• X / Twitter: @AhmedBargady

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📄 License

Licensed under the MIT License.