PinnedAsad MumtazinTowards Data ScienceHow to Develop a Credit Risk Model and ScorecardA walkthrough of statistical credit risk modeling, probability of default prediction, and credit scorecard development with Python·17 min read·Aug 13, 2020--29--29
Asad MumtazUnlocking the Magic: zkML — Uniting AI and Blockchain!Machine learning (ML) is a branch of artificial intelligence (AI) that enables computers to learn from data and perform tasks that would…·8 min read·Dec 12, 2023----
Asad MumtazinTowards Data ScienceA Beginner’s Guide to Hadoop’s FundamentalsA non-technical guide to Hadoop’s big data analytical platform together with its primary modules, including HDFS and MapReduce·11 min read·Jan 4, 2021----
Asad MumtazinTowards Data ScienceHow to Harness the Power of Data Science in FinanceA brief introduction to certain use cases whereby financial institutions can effectively utilize data science and machine learning…·4 min read·Nov 16, 2020----
Asad MumtazinTowards Data ScienceGradient Descent — One Step at a TimeAn intuitive, beginner’s guide to the underlying mechanics of gradient descent that is used to minimize various loss functions in machine…·11 min read·Nov 5, 2020----
Asad MumtazinTowards Data ScienceMachine Learning: From Ideation to a Web AppAn End-to-End Data Science Journey of Data Collection, Web Scraping, Data Cleaning, Model Training and Cloud Deployment using Python &…·23 min read·Oct 5, 2020--1--1
Asad MumtazinTowards Data ScienceHow to Incorporate Bias in Your Predictive ModelsDon’t do these things unless you want a biased model in production, making inaccurate and, at times, costly predictions.·5 min read·Sep 7, 2020----
Asad MumtazinTowards Data ScienceWhat is Your Customer’s Worth Over Their Lifetime?Estimate your customer’s Lifetime Value (LTV) in a non-subscription setting using Python to devise appropriate retention strategies and…·12 min read·Aug 27, 2020--1--1
Asad MumtazinTowards Data ScienceWhat Are The Practical Benefits of Machine Learning?Learn about the practical use-cases of, and the impact of machine learning and data science in our daily lives from a non-technical…·5 min read·Aug 24, 2020----
Asad MumtazinTowards Data ScienceHow to Not Predict and Prevent Customer ChurnLearn Survival Analysis techniques to predict both if and when a customer will likely churn, together with the expected potential loss·20 min read·Aug 20, 2020--6--6