Towards AI

APRIL 2, 2024

As we have discussed, there have been some signs of open-source AI (and AI startups) struggling to compete with the largest LLMs at closed-source AI companies. This is driven by the need to eventually monetize to fund the increasingly huge LLM training costs. This would be its 5th generation AI training cluster.

LLM 103

LLM OpenAI Explainable AI AI 103

IBM Journey to AI blog

AUGUST 12, 2024

By leveraging LLMs, institutions can automate the analysis of complex datasets, generate insights for decision-making, and enhance the accuracy and speed of compliance-related tasks. These use cases demonstrate the potential of AI to transform financial services, driving efficiency and innovation across the sector.

Automation 159

Automation Generative AI AI AI 159

The MLOps Blog

JUNE 27, 2023

Data quality control: Robust dataset labeling and annotation tools incorporate quality control mechanisms such as inter-annotator agreement analysis, review workflows, and data validation checks to ensure the accuracy and reliability of annotations. Data monitoring tools help monitor the quality of the data.

Machine Learning 134

Machine Learning Metadata Data Scientist Data Quality 134

AWS Machine Learning Blog

NOVEMBER 15, 2024

This includes handling unexpected inputs, adversarial manipulations, and varying data quality without significant degradation in performance. When you ask the model to explain the process it used to generate the output, the model has to identify different the steps taken and information used, thereby reducing hallucination itself.

Responsible AI 106

Responsible AI Prompt Engineering Prompt Engineer AI 106

Bugra Akyildiz

MAY 25, 2024

Automated Query Optimization: By understanding the underlying data schemas and query patterns, ChatGPT could automatically optimize queries for better performance, indexing recommendations, or distributed execution across multiple data sources. The BPE algorithm is "byte-level" because it runs on UTF-8 encoded strings.

ChatGPT 59

ChatGPT Machine Learning Data Analysis OpenAI 59

ODSC - Open Data Science

OCTOBER 3, 2024

In this talk, Stefanie will discuss Data Morph, an open-source package that builds on previous research from Autodesk (the Datasaurus Dozen) using simulated annealing to perturb an arbitrary input dataset into a variety of shapes, while preserving the mean, standard deviation, and correlation to multiple decimal points.

Large Language Models 40

Large Language Models Machine Learning Data Scientist LLM 40