PinnedArash NicoomaneshThe Rise of Language Giants: How LLMs are Transforming Healthcare .Part I : A Comprehensive Guide to LLMs Fundamentals43 min read·May 6, 2024----
PinnedArash NicoomaneshCategorical Features Encoding Advanced Techniques: An OverviewThe performance of machine learning models not only depends on the models and the hyper-parameters and optimization techniques but also on…12 min read·Nov 23, 2022----
PinnedArash NicoomaneshModel Drift: Identifying and Monitoring for Model Drift in Machine Learning Engineering and…“Drift” is a term used in machine learning to describe how the performance of a machine learning model in production slowly gets worse over…15 min read·Feb 16, 2024----
PinnedArash NicoomaneshConfidence Interval: The Dance of Predictions and UncertaintyIn the dynamic world of machine learning, predictions cast a captivating light, yet uncertainty lurks beneath the surface. Enter confidence…9 min read·Feb 17, 2024----
PinnedArash NicoomaneshMachine Learning Interpretability (MLI) with XGBoost and Additive Tools (SHAP)Modern artificial intelligence (AI) or machine learning (ML) methods can be used to build sophisticated models that obtain fantastic…10 min read·Apr 30, 2023----
Arash NicoomaneshA Gentle Introduction to Retrieval Augmented Generation (RAG)While large language models (LLMs) excel at storing and learning factual information from vast datasets, their reliance on statistical…15 min read·May 21, 2024----
Arash NicoomaneshEvolution of Recommendation Algorithms, Part I: Fundamentals , History Overview, Core and Classical…A Comprehensive overview of Recommendation Algorithms and Evolution41 min read·Mar 25, 2024----
Arash NicoomaneshConquer Machine Learning: A Structured Roadmap and Kaggle Competitions AnalysisIn the age of Artificial Intelligence (AI) and Generative AI , machine learning (ML) algorithms are everywhere. They power the…11 min read·Mar 8, 2024----
Arash NicoomaneshData Leakage : Causes, Effects and SolutionsWhy does my model produce too good to be true output?5 min read·Mar 3, 2024----