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Explore in-depth articles on programming, analyses of innovative GitHub projects, and guides on advanced Python frameworks and techniques.

Siamese Network : Guide Complet — Réseaux Siamois pour la Similarité
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Siamese Network: Siamese Networks for Similarity

16/04/2025 - by Salah YAHIAOUI

The Siamese network learns to compare two inputs by measuring their similarity. Complete guide with contrastive loss, triplet loss, and Keras code.

Siamese Network: Siamese Networks for Similarity Lire
DeepSORT : Guide Complet — Suivi Multi-Objets avec Deep Learning
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DeepSORT: Multi-Object Tracking with Deep Learning

15/04/2025 - by Salah YAHIAOUI

DeepSORT combines object detection and tracking to follow each object in a video. Complete guide with Kalman algorithm and Python code.

DeepSORT: Multi-Object Tracking with Deep Learning Lire
YOLO : Guide Complet — Détection d'Objets en Temps Réel
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YOLO: Real-Time Object Detection

14/04/2025 - by Salah YAHIAOUI

YOLO is the fastest object detection algorithm in the world. Complete guide with architecture, anchor boxes, and Python code.

YOLO: Real-Time Object Detection Lire
Vision Transformer (ViT) : Guide Complet — Transformer Appliqué à l'Image
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Vision Transformer (ViT): Transformer Applied to Images

13/04/2025 - by Salah YAHIAOUI

The Vision Transformer applies the Transformer architecture to images by cutting them into patches. Complete guide with PyTorch code.

Vision Transformer (ViT): Transformer Applied to Images Lire
Word Embeddings : Guide Complet — Word2Vec, GloVe, FastText
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Word Embeddings: Word2Vec, GloVe, FastText

12/04/2025 - by Salah YAHIAOUI

Word embeddings represent words as dense vectors capturing semantic meaning. Complete guide with Word2Vec, GloVe, and FastText.

Word Embeddings: Word2Vec, GloVe, FastText Lire
GPT : Guide Complet — Generative Pre-trained Transformer
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GPT: Generative Pre-trained Transformer

11/04/2025 - by Salah YAHIAOUI

GPT is a generative language model based on the Transformer decoder-only architecture. Complete guide with architecture, pre-training, and Python code.

GPT: Generative Pre-trained Transformer Lire
ResNet : Guide Complet — Réseau Résiduel et Skip Connections
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ResNet: Residual Network and Skip Connections

10/04/2025 - by Salah YAHIAOUI

ResNet introduces residual connections to train very deep networks. Complete guide with Keras code.

ResNet: Residual Network and Skip Connections Lire
BERT : Guide Complet — Modèles de Langage Bidirectionnels
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BERT: Bidirectional Language Models

09/04/2025 - by Salah YAHIAOUI

BERT is a pre-trained bidirectional language model that revolutionized NLP. Complete guide with fine-tuning and Python code.

BERT: Bidirectional Language Models Lire
Transformer : Guide Complet — Architecture Transformer et Self-Attention
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Transformer: Transformer Architecture and Self-Attention

08/04/2025 - by Salah YAHIAOUI

The Transformer uses only attention to process sequences. Complete guide with encoder-decoder, positional encoding, and Python code.

Transformer: Transformer Architecture and Self-Attention Lire
Attention Mechanism : Guide Complet — Mécanisme d'Attention
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Attention Mechanism: Attention Mechanism

07/04/2025 - by Salah YAHIAOUI

The attention mechanism allows neural networks to focus on relevant parts of the input. Complete guide with self-attention and Python code.

Attention Mechanism: Attention Mechanism Lire

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