Haytham CheikhrouhouML in production. Part 1: Introduction and ChallengesWhen I landed my first internship as a data scientist in an insurtech company, I thought my work would be similar to my university…Apr 13Apr 13
Haytham CheikhrouhouLinear regression From Highschool to CollegeWhen I was a junior in high school, I thought linear regression was simple: calculate the slope and intercept, and that’s all. In my senior…Nov 11, 20231Nov 11, 20231
Haytham CheikhrouhouHow Financial Institutions Conduct a Machine Learning Project and Leverage Alternative DatasetsFor a long time, the finance industry has solely related on fundamental data, ie time series and financial statements they collect from…Sep 26, 2023Sep 26, 2023
Haytham CheikhrouhouIs this article AI generated ? Guess we’ll never knowAI detection tools are said to exhibit bias, and can be easily bypassed with prompt engineering.Sep 25, 2023Sep 25, 2023
Haytham CheikhrouhouThe Statistical Concepts you need to learn as a Data Scientist and how to use them in RIn my previous article, You’re underestimating R : How to go from Zero to Hero in R, I explained the various capabilities of R in carrying…Sep 20, 2023Sep 20, 2023
Haytham CheikhrouhouClustering Arxiv ML articles using KMeans BERTopic to generate mind mapsWhen I start learning a new topic, It’s generally easy for me to get distracted by all the research papers, all the related topics etc. One…Sep 15, 2023Sep 15, 2023
Haytham CheikhrouhouRLHF : Unlocking Helpfulness, Honesty, and Harmlessness with Reinforcement learning from human…Generative AI has been dominating the tech landscape in recent months, captivating the world with its incredible capabilities. From the…Sep 11, 2023Sep 11, 2023
Haytham CheikhrouhouHow big tech companies use ML and Causal Inference to make data-driven decisionsBig tech companies continuously strive to provide an enhaced user experience and improve everything they do, to provide customers with…Sep 6, 20231Sep 6, 20231
Haytham CheikhrouhouThe Generative AI LLM Project Lifecycle: From Inception to ApplicationGenerative AI has risen as a transformative force, giving birth to Large Language Models (LLMs) that can understand, generate, and…Sep 1, 2023Sep 1, 2023
Haytham CheikhrouhouDon’t Worry About It (Part 3) : Probability and DistributionsWelcome to a new Chapter of the ‘Don’t Worry About It’ series, where we break down the mathematical concepts that underpin modern Data…Aug 28, 2023Aug 28, 2023