InLevel Up CodingbyArmin Norouzi, Ph.DComprehensive Metrics Guide for Evaluating Recommendation SystemsExplore metrics for recommendation systems, including similarity, predictive accuracy, classification, ranking, user engagement, and…Jun 18Jun 18
InArtificial Intelligence in Plain EnglishbyArmin Norouzi, Ph.DUnlocking Insights: The Power of PCA in Machine LearningDiscover Principal Component Analysis (PCA) in machine learning for data reduction, identifying linear patterns, and improving algorithm…Mar 20Mar 20
InLevel Up CodingbyArmin Norouzi, Ph.DAutomating Getty Images Metadata Creation with OpenAI Vision APIStreamline Getty image metadata generation with OpenAI Vision API. A guide for efficient image processing and metadata export with Python.Feb 12Feb 12
InArtificial CornerbyArmin Norouzi, Ph.DGoing Beyond Accuracy: A Deep Dive into Classification MetricsUnravel the complexities of classification metrics in machine learning and dive deep into precision, recall, and the power of the F1 score.Oct 13, 2023Oct 13, 2023
InLevel Up CodingbyArmin Norouzi, Ph.DElevate Your Predictive Models: Dive Deep into Key Regression MetricsExplore six essential regression metrics with examples. Discover their pros, cons, and insights to refine model accuracyOct 3, 2023Oct 3, 2023
InLevel Up CodingbyArmin Norouzi, Ph.DEvaluating ML Models Efficiently: The Power of Statistical SamplingDive into cost-effective model evaluations using statistical sampling. Learn how to get reliable results without analyzing every data…Sep 10, 2023Sep 10, 2023
InLevel Up CodingbyArmin Norouzi, Ph.DDemystifying BLEU, ROUGE, and METEOR: Key Metrics for Evaluating Generated Text in NLPUnravel the intricacies of BLEU, ROUGE, and METEOR metrics for NLP text quality. Implement and optimize with Python.Aug 9, 20235Aug 9, 20235
InLevel Up CodingbyArmin Norouzi, Ph.DMastering Pandas for Data ManipulationMaster the art of data manipulation in Python with Pandas. Explore, retrieve, operate, handle missing values, merge, plot, save, read, and…Aug 1, 2023Aug 1, 2023
InArtificial CornerbyArmin Norouzi, Ph.DA brief history of Data Engineering: From IDS to Real-Time streamingUncover the evolution of data engineering, from storage to real-time processing and AI integration.Jun 6, 2023Jun 6, 2023
InLevel Up CodingbyArmin Norouzi, Ph.DSpark SQL in Databricks vs Standard SQLMaster SQL queries in Databricks SparkSQL & traditional SQL; learn the difference and similarities.Jul 4, 2023Jul 4, 2023
InLevel Up CodingbyArmin Norouzi, Ph.DMaster SparkML: Practical Guide for Machine LearningUnleash the power of SparkML with our hands-on tutorial. Discover machine learning made easy and efficient.Jun 15, 2023Jun 15, 2023