Our NLP solutions handle Modern Standard Arabic (MSA), Gulf dialect, and multilingual text processing. We implement transformer-based models (BERT, GPT), fine-tuning pipelines, and production-ready inference systems with confidence scoring and explainability features.

We deploy cutting-edge computer vision using YOLOv8/v9, SAM, and custom CNN architectures. Our systems handle real-time video streams, edge deployment (Jetson, RPi), and scale to enterprise with GPU clusters and optimized inference.

Our ML engineering covers the full lifecycle: data versioning (DVC), experiment tracking (MLflow), distributed training, hyperparameter optimization, model compression (quantization, pruning), and CI/CD pipelines for model deployment.

We implement RAG (Retrieval-Augmented Generation) systems with vector databases (Pinecone, Weaviate), build custom AI agents with function calling, and deploy fine-tuned models for domain-specific applications including Arabic language support.