PinnedMarie Stephen LeoinTowards AIProductionizing Generative AI Applications5 Practical, Beginner-Friendly Tips to Transform Your Generative AI Projects!·9 min read·Feb 1, 2024--7--7
PinnedMarie Stephen LeoinTowards Data ScienceSemantic Textual SimilarityFrom Jaccard to OpenAI, implement the best NLP algorithm for your semantic textual similarity projects·17 min read·Apr 25, 2022--7--7
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.·7 min read·Dec 2, 2020--12--12
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.·7 min read·Apr 16, 2024----
Marie Stephen LeoinTowards AISemantic Caching in Generative AI ChatbotsReduce LLM latency and cost by over 95% using OpenAI, LiteLLM, Qdrant, and Sentence Transformers!·7 min read·Mar 11, 2024----
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 API·8 min read·May 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 FastAPI·9 min read·May 8, 2023--1--1
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 database·9 min read·Aug 9, 2022----
Marie Stephen LeoinTowards AINo Training Data? No Problem! Weak Supervision to the Rescue!Use domain knowledge to generate large labeled datasets with state-of-the-art NLP Weak Supervision.·8 min read·May 17, 2022--1--1
Marie Stephen LeoinTowards AIMake Extra Money on the Side with Data ScienceMonetize your machine learning models using FastAPI, Docker, GCP Cloud Run, and Rapid API in 5 easy steps!·6 min read·Mar 13, 2022--4--4