John LeunginTowards Data ScienceSimplifying the Python Code for Data Engineering ProjectsPython tricks and techniques for data ingestion, validation, processing, and testing: a practical walkthroughJun 123Jun 123
John LeunginTowards Data ScienceOrchestrating a Dynamic Time-series Pipeline in AzureExplore how to build, trigger, and parameterize a time-series data pipeline with ADF and Databricks, accompanied by a step-by-step tutorialMay 31May 31
John LeunginTowards Data ScienceFeature Engineering for Time-Series Using PySpark on DatabricksDiscover the potentials of PySpark for time-series data: Ingest, extract, and visualize data, accompanied by practical implementation codesMay 15May 15
John LeunginTowards Data SciencePerforming Customer Analytics with LangChain and LLMsDiscover the potentials and constraints of LangChain for customer analytics, accompanied by practical implementation codesFeb 135Feb 135
John LeungHow to Design the AI Architectures in Azure for the New Era?Explore ML architectural patterns in Azure for classic and evolving needs – streaming data, model monitoring, and multiple models pipelineDec 21, 2023Dec 21, 2023
John LeunginTowards Data ScienceManaging the Technical Debts of Machine Learning SystemsExplore the practices with implementation codes for sustainably mitigating the cost of speedy deliverySep 26, 20232Sep 26, 20232
John LeunginTowards Data ScienceMonitoring Machine Learning Models in Production: Why and How?How our model is impacted in the evolving world? An analysis focusing on drift examples, and implementing Python-based monitoring…Sep 5, 20233Sep 5, 20233
John LeunginTowards Data ScienceOptimizing Your Strategies with Approaches Beyond A/B TestingAn in-depth explanation in layman on optimising classic A/B testing: Epsilon-greedy, Thompson Sampling, Contextual Bandits and moreJul 24, 2023Jul 24, 2023
John LeungHow to Apply Data-centric AI Mindset to Text Classification Problems?Mastering the customer complaint classification using various data-centric Python packages and AI tricksJun 22, 2023Jun 22, 2023
John LeunginTowards AIBeyond Accuracy: How to Enable Responsible AI Development using Amazon SageMakerAn easy-to-follow comprehensive guide on developing a less biased model and explaining outcome with AWS for a retail banking tabular…May 2, 2023May 2, 2023