PinnedDr. Leon EversberginTowards Data ScienceHow to Reduce Embedding Size and Increase RAG Retrieval SpeedFlexible text embedding with Matryoshka Representation Learning (MRL)·7 min read·May 26, 2024----
PinnedDr. Leon EversberginTowards Data ScienceHow to Use Re-Ranking for Better LLM RAG RetrievalBuilding an advanced local LLM RAG pipeline with two-step retrieval using open-source bi-encoders and cross-encoders·9 min read·May 2, 2024--5--5
PinnedDr. Leon EversberginTowards Data ScienceHow to Build a Local Open-Source LLM Chatbot With RAGTalking to PDF documents with Google’s Gemma-2b-it, LangChain, and Streamlit·12 min read·Mar 31, 2024--8--8
PinnedDr. Leon EversberginTowards AIHow to Build Your Own LLM Coding Assistant With Code LlamaCreating a local LLM-chatbot with CodeLlama-7b-Instruct-hf and Streamlit·7 min read·Feb 14, 2024--6--6
Dr. Leon EversberginTowards Data ScienceSafeguard Your LLM Chatbot With Llama Guard 2How to apply content moderation to your LLM’s inputs and outputs for a more responsible AI system·9 min read·May 13, 2024----
Dr. Leon EversberginTowards Data ScienceHow To Generate Synthetic Images For Object Detection TasksA step-by-step tutorial using Blender, Python, and 3D Assets·10 min read·Mar 8, 2024--4--4
Dr. Leon EversberginTowards AISize Matters: How Big Is Too Big for An LLM?Compute-optimal large language models according to the Chinchilla paper·4 min read·Feb 24, 2024--2--2
Dr. Leon EversberginTowards AIWhich Open-Source LLM Should You Choose in 2024?Since the 2017 paper “Attention Is All You Need” invented the Transformer architecture, natural language processing (NLP) has seen…·5 min read·Feb 6, 2024--7--7
Dr. Leon EversbergWhy I Do Not Like One Line List Comprehensions In Python·5 min read·Jan 15, 2024--3--3
Dr. Leon EversberginTowards AIHow to Train a Custom Faster RCNN Model In PyTorchFine-tuning a pre-trained Faster RCNN model with custom images in the COCO data format using PyTorch·11 min read·Jan 5, 2024--2--2
