PinnedM. Masum, PhDPreventing Data Leakage in Machine Learning: Lessons Learned from My ExperienceAvoid Data Leakage in Data Preprocessing Steps·5 min read·Mar 20, 2022----
M. Masum, PhDImbalanced Data: Analyze First, Sample LaterClassification is a common task in machine learning, where the goal is to classify or label given data or observations. Specifically, in…·6 min read·Oct 18, 2023----
M. Masum, PhDDifferentiable Programming: A Game-Changer for Optimization and ControlExploring the Benefits and Applications of this Emerging Technology·4 min read·Feb 5, 2023----
M. Masum, PhDThe Future of Machine Learning: 5 Emerging Areas to WatchFrom Adversarial Robustness to Privacy-Preserving Machine Learning, Discover the Cutting-Edge Developments in AI·3 min read·Feb 5, 2023----
M. Masum, PhDTransform Your Data Analysis Game: The Secret to Imputing Missing ValuesMaximizing Data Accuracy and Reliability with Mean, Regression, and Multiple Imputation Techniques·6 min read·Feb 4, 2023----
M. Masum, PhDUnveiling the Surprising Benefits of Explainable Machine Learning: Why Ignoring It Could Be CostlyWhy should we focus on Explainable Machine Learning?? Model debugging, Model monitoring, and Model Transparency for Explainable ML·4 min read·May 28, 2022----
M. Masum, PhDEasy Way to Convert Categorical Variables in PySparkConverting Categorical Data using OneHotEncoding·3 min read·Apr 23, 2022----
M. Masum, PhD3 Fundamental Reasons why Quantization is important for tinyMLAchieving size, latency and portability for tinyML·4 min read·Apr 19, 2022----
M. Masum, PhDQuantum Machine Learning and available SimulatorsData is stored with Boolean bits at the lowest level in classical computing, where each bit can take only one of two possible values (0 or…·5 min read·Apr 16, 2022----
M. Masum, PhDinTowards Data Science4 Challenges of Reproducibility in the Machine Learning Model DeploymentIn the pipeline of a Machine Learning model, there are a few environments that we consider — research environment, development environment…·4 min read·Apr 6, 2022--1--1