PinnedGet your App talking to ChatGPT in JSON in under 3 minutesLLMs read and write plain text. But you can get them to output JSON. Learn how in under 3 minutes, with runnable code examples in Python…Aug 4, 2023Aug 4, 2023
AI Q&A: Text-Variational Auto-Encoders & Embedding Spaces UniformityThis document records a conversation with ChatGPT about Text-Variational Auto-Encoders (Text VAE) and Embedding Spaces Uniformity with…May 9, 2023May 9, 2023
AI Q&A: Memory Networks vs Transformer's Self-AttentionThis document records a conversation with ChatGPT comparing Memory Networks (Weston et al, 2015) and Transformer's Self-Attention(Vaswani…May 2, 2023May 2, 2023
Entropy: a powerful property observed in Thermodynamics, Information Theory and Machine Learning“The entropy of a message is a measure of its information content, analogous to the entropy of a thermodynamic system.” — Claude Shannon.Feb 28, 2023Feb 28, 2023
Text Processing: Sentence & Word Tokenisation, Stemming and Lemmatisation“Data are represented in ways natural to problems from which they were derived”[1]. Consequently, it is not hard to understand that we…Jan 17, 2023Jan 17, 2023
Fundamental Aspects of Language ModellingLanguage Modelling is the process through which we produce a probabilistic model capable of estimating how likely an arbitrary sequence of…Nov 15, 2022Nov 15, 2022
Data Pipeline for Data Science, Part 1: Problem/Solution FitLearn how to create Data Pipeline for Data Science through a step-by-step series that covers the end-to-end delivery of a Data Engineering…Sep 16, 2020Sep 16, 2020
Data Pipeline for Data Science, Part 2: TMDb API Data“Crawler”Distributed TMDb API Data Download using AWS Lambda.Sep 16, 2020Sep 16, 2020
Data Pipeline for Data Science, Part 3: Infrastructure As CodeDeploying AWS EC2 Machines, AWS Redshift, Apache Airflow using a a repeatable interactive process coded into an explanatory Jupyter…Sep 16, 2020Sep 16, 2020
Data Pipeline for Data Science, Part 4: Airflow & Data PipelinesDeploy Operators and DAGs to a AWS hosted Apache Airflow and execute your Data Pipelines with DAG and Data Lineage Visualisation.Sep 16, 2020Sep 16, 2020