PinnedMarie Stephen LeoinTowards AIProductionizing Generative AI Applications5 Practical, Beginner-Friendly Tips to Transform Your Generative AI Projects!Feb 17Feb 17
PinnedMarie Stephen LeoinTowards Data ScienceSemantic Textual SimilarityFrom Jaccard to OpenAI, implement the best NLP algorithm for your semantic textual similarity projectsApr 25, 20227Apr 25, 20227
PinnedMarie Stephen LeoinTowards AIKNN (K-Nearest Neighbors) is Dead!Long live ANNs for their whopping 380X speedup over sklearn’s KNN while delivering 99.3% similar results.Dec 2, 202012Dec 2, 202012
Marie Stephen LeoinAI AdvancesZero-Shot Named Entity Recognition (NER)Zero-Shot NER for PII detection using GLiNER, NuNER, and Spacy on Indian, African, Asian, and European namesJun 71Jun 71
Marie Stephen LeoinTowards AIFew Shot NLP Intent ClassificationComparing SetFit, FastFit, and Semantic Router to find the best NLP chatbot intent detection algorithmMay 132May 132
Marie Stephen LeoinTowards Data ScienceThe Definitive Guide to Structured Data Parsing with OpenAI GPT3.5Systematically comparing Instructor, Fructose, and Langchain for three complex real-world structured data parsing tasks.Apr 16Apr 16
Marie Stephen LeoinTowards AISemantic Caching in Generative AI ChatbotsReduce LLM latency and cost by over 95% using OpenAI, LiteLLM, Qdrant, and Sentence Transformers!Mar 111Mar 111
Marie Stephen LeoinTowards Data ScienceDecoupled Frontend — Backend Microservices Architecture for ChatGPT-based LLM ChatbotA Practical Guide to Building a Headless ChatGPT Application with Streamlit, FastAPI, and the OpenAI APIMay 24, 2023May 24, 2023
Marie Stephen LeoinTowards Data ScienceAnatomy of LLM-Based Chatbot Applications: Monolithic vs. Microservice Architectural PatternsA Practical Guide to Building Monolithic and Microservice Chatbot Applications with Streamlit, Huggingface, and FastAPIMay 8, 20231May 8, 20231
Marie Stephen LeoinTowards Data ScienceArXiv Scientific Papers Vector Similarity SearchRun semantic search queries on ~640K papers in <50ms using Dask, SBERT SPECTRE, and Milvus Vector databaseAug 9, 2022Aug 9, 2022
