PinnedAntons Tocilins-RubertsinTowards Data ScienceTransformers for Tabular Data: TabTransformer Deep DiveMaking sense out of TabTransformer and learning to apply it in TensorFlow·7 min read·Sep 13, 2022--6--6
PinnedAntons Tocilins-RubertsinTowards Data ScienceData Pipelines with Polars: Step-by-Step GuideBuild scalable and fast data pipelines with Polars·14 min read·Jul 24, 2023----
Antons Tocilins-RubertsinTowards Data ScienceEDA with Polars: Step-by-Step Guide to Aggregate and Analytic Functions (Part 2)Advanced aggregates and rolling averages at lightning speed with Polars·9 min read·Jul 10, 2023----
Antons Tocilins-RubertsinTowards Data ScienceEDA with Polars: Step-by-Step Guide for Pandas Users (Part 1)Level up your data analysis with Polars·12 min read·Jul 6, 2023--1--1
Antons Tocilins-RubertsinTowards Data ScienceFast String Processing with Polars — Scam Emails DatasetClean, process and tokenise texts in milliseconds using in-built Polars string expressions·10 min read·May 28, 2023----
Antons Tocilins-RubertsinTowards Data ScienceTensorFlow Decision Forests: A Comprehensive IntroductionTrain, tune, evaluate, interpret and serve the tree-based models using TensorFlow·11 min read·Apr 14, 2023--1--1
Antons Tocilins-RubertsinTowards Data ScienceHow To Deploy and Test Your Models Using FastAPI and Google Cloud RunLearn how to turn your model into a service that runs in the cloud in this end-to-end tutorial·12 min read·Mar 8, 2023--4--4
Antons Tocilins-RubertsinTowards Data ScienceIntroduction to ML Deployment: Flask, Docker & LocustLearn how to deploy your models in Python and measure the performance using Locust·9 min read·Feb 27, 2023----
Antons Tocilins-RubertsinTowards Data ScienceEnd-to-End ML Pipelines with MLflow: Tracking, Projects & ServingA Definitive Guide to Advanced Use of MLflow·9 min read·Feb 16, 2023--2--2
Antons Tocilins-RubertsinTowards Data ScienceTransformers for Tabular Data (Part 3) : Piecewise Linear & Periodic EncodingsLearn how to apply advanced numerical embeddings to get better deep learning performance for tabular data·8 min read·Nov 22, 2022----
