RAG
Coming soon
Building a RAG system with LangChain and FAISS
Step-by-step walkthrough of document ingestion, chunking strategy, embedding selection, and retrieval quality evaluation with RAGAS.
Privacy · NLP
Coming soon
Membership Inference Attacks on NLP models
How MIA exploits overfitting to determine if a text was in the training set. Defences: differential privacy, regularization, early stopping.
AutoML
Coming soon
AutoML with Optuna — when hyperparameter tuning becomes automatic
Tree-structured Parzen Estimators vs grid search. Pruning mediocre trials early. MLflow integration for experiment tracking.