LLM Researcher and Scientist Roadmap: A Guide to Mastering Large Language Models Research
Author(s): Youssef Hosni Originally published on Towards AI. This comprehensive article serves as a roadmap for aspiring LLM researchers and scientists, offering a step-by-step guide to mastering the intricacies of Large Language Models (LLMs) to take your first step as a researcher …
Use Pinecone Vector DB For Querying Custom Documents
Author(s): Skanda Vivek Originally published on Towards AI. A tutorial on how to use a vector DB like Pinecone for querying custom docs for retrieval augmented generationPrototype Vector DB Architecture For Querying Documents U+007C Skanda Vivek Vector DBs are all the rage …
Pause for Performance: The Guide to Using Early Stopping in ML and DL Model Training
Author(s): Shivamshinde Originally published on Towards AI. Photo by Aleksandr Kadykov on Unsplash Table of Content Introduction– What are Bias and Variance?– What is Overfitting, Underfitting, and Right Fit in Machine Learning?– What is Regularization? What is Early Stopping? Pros and Cons …
How to Tailor A Column Chart for Communication
Author(s): Angelica Lo Duca Originally published on Towards AI. Image by Author Drawing a column chart helps represent categories and values. However, a column chart is sometimes too overwhelming with useless content, and the audience may struggle to understand what it means. …
Top Important LLM Papers for the Week from 08/01 to 14/01
Author(s): Youssef Hosni Originally published on Towards AI. Stay Updated with Recent Large Language Models Research Large language models (LLMs) have advanced rapidly in recent years. As new generations of models are developed, researchers and engineers need to stay informed on the …
DPO, Open-Sourceβs New Weapon in the AI War
Author(s): Ignacio de Gregorio Originally published on Towards AI. The end of RLHF? Top highlight βIt is only rarely that, after reading a research paper, I feel like giving the authors a standing ovation.β If this is how one of the most …
Hands-On LangChain for LLM Applications Development: Vector Database & Text Embeddings
Author(s): Youssef Hosni Originally published on Towards AI. Once you have loaded your documents and split them up into small, semantically meaningful chunks, itβs time to put these chunks into an index, whereby we can easily retrieve them when it comes time …
Lastest Feature of ChunkDot
Author(s): Rodrigo Agundez Originally published on Towards AI. Lastest Feature of ChunkDot Photo by Emile Guillemot on Unsplash In my last 2 blog posts, I introduced ChunkDot, a multi-threaded matrix multiplication, and cosine similarity calculations at scale for dense and sparse matrices. …
CrewAi + Solor/Hermes + Langchain + Ollama = Super Ai Agent
Author(s): Gao Dalie (ι«ιη) Originally published on Towards AI. As technology booms, AI Agents are becoming game changers, quickly becoming partners in problem-solving, creativity, and innovation, and this is what makes CrewAI unique. Can you imagine? In just a few minutes, you …
How To Understand OCR Quality To Optimize Performance
Author(s): Eivind Kjosbakken Originally published on Towards AI. OCR is an important tool for understanding documents, which it does by extracting all text from an image, which can then be combined with models like LLMs to create powerful AI systems. Despite current …
Bridging the Gap: Integrating Data Science and Decision Science through Six Essential Questions
Author(s): Peyman Kor Originally published on Towards AI. Data Science is the discipline of making data useful β But How? It has been now more than one decade since Thomas H. Davenport and DJ Patilthree wrote their famous Harvard Business Review article: …
20x Savings on OpenAI Bills by This Simple Method
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. LLMLingua uses GPT2-small and LLaMA-2-7B to decrease the prompt size by 20x TLDR: If you want to U+1F4B0 Save Cost by reducing both prompt and generation lengths.U+1F4DD Extend Context Support beyond …
OpenChat 7B An Open Source Model That Beats ChatGPT-3.5
Author(s): Dr. Mandar Karhade, MD. PhD. Originally published on Towards AI. Another great mid-size LLM in the Open Source Arena! When it rains, it Pours! OpenChat brings a novel method to train large language models. It incorporates SFT (Supervised fine-tuning) and RLFT …
Tabular Data Exploration and Modelling with LLMs
Author(s): Cornellius Yudha Wijaya Originally published on Towards AI. Exploring the way to perform tabular data science activity with LLMImage developed by DALL.E Large Language Models have been rising recently and will be like that in the upcoming year. The rise could …
Is Mamba the End of ChatGPT As We Know It?
Author(s): Ignacio de Gregorio Originally published on Towards AI. The Great New Question Two researchers have made the boldest claim in years: throwing the biggest algorithmic breakthrough of the 21st century out the window. Named Mamba, it achieves what was once thought …