PinnedMeraldo AntonioinTowards Data ScienceCustomer lifetime value estimation via probabilistic modelingHow to quantify the value of your customers through the BG-NBD model16 min read·Feb 23, 2022--6--6
Meraldo AntonioinTowards Data ScienceBayesian Customer Lifetime Values Modeling using PyMC313 min read·Apr 21, 2022--3--3
Meraldo AntonioinTowards Data ScienceModeling Customer Lifetime Value with lifetimesThe Beta-Geometric Negative Binomial Distribution (BG-NBD) model is an influential probabilistic model for describing customer behavior…11 min read·Mar 24, 2022--11--11
Meraldo AntonioinTowards Data ScienceLive Prediction of Traffic Accident Risks Using Machine Learning and Google MapsHere, I describe the creation and deployment of an interactive traffic accident predictor using scikit-learn, Google Maps API, Dark Sky…10 min read·Oct 14, 2019--6--6
Meraldo AntonioinTowards Data ScienceInterview with Apache Pig: Theory and Practical GuideIn this exclusive interview, Apache Pig spoke about his role in the Hadoop ecosystem and elaborated on his use cases and his differences…15 min read·Sep 24, 2019--1--1
Meraldo AntonioinTowards Data ScienceModeling and Output Layers in BiDAF — an Illustrated Guide with Minions!BiDAF is a popular NLP model. With the help of some cute Minions, this article will explain the modeling layer of BiDAF.11 min read·Sep 3, 2019--7--7
Meraldo AntonioinTowards Data ScienceAttention Mechanism in Seq2Seq and BiDAF — an Illustrated GuideSeq2seq and BiDAF are influential NLP models that make use of a technique called “attention”. Here, I illustrate how attention works.14 min read·Aug 29, 2019--2--2
Meraldo AntonioinTowards Data ScienceWord Embedding, Character Embedding and Contextual Embedding in BiDAF — an Illustrated GuideBiDAF is an NLP model for Question and Answering tasks. Here, I illustrate how it uses 3 embedding mechanisms to convert words into…13 min read·Aug 28, 2019--8--8
Meraldo AntonioinTowards Data ScienceAn Illustrated Guide to Bi-Directional Attention Flow (BiDAF)This article illustrates the workings of BiDAF, an NLP model that has pushed the envelope in the Question and Answer domain.5 min read·Aug 28, 2019--1--1
