IBM Journey to AI blog

DECEMBER 15, 2023

By using open-source AI, organizations effectively gain access to a large, diverse community of developers who constantly contribute to the ongoing development and improvement of AI tools. This collaborative environment fosters transparency and continuous improvement, leading to feature-rich, reliable and modular tools.

AI Tools 207

AI Tools Deep Learning Computer Vision Python 207

Unite.AI

DECEMBER 27, 2024

Data validation frameworks play a crucial role in maintaining dataset integrity over time. Automated tools such as TensorFlow Data Validation (TFDV) and Great Expectations help enforce schema consistency, detect anomalies, and monitor data drift. AI-assisted dataset optimization represents another frontier.

Data Quality 130

Data Quality Data Drift Explainability Big Data 130

The MLOps Blog

JUNE 27, 2023

This includes features for hyperparameter tuning, automated model selection, and visualization of model metrics. Automated pipelining and workflow orchestration: Platforms should provide tools for automated pipelining and workflow orchestration, enabling you to define and manage complex ML pipelines.

Machine Learning 134

Machine Learning Metadata Data Scientist Data Quality 134

ODSC - Open Data Science

OCTOBER 11, 2023

Machine learning models are only as good as the data they are trained on. Even with the most advanced neural network architectures, if the training data is flawed, the model will suffer. Data issues like label errors, outliers, duplicates, data drift, and low-quality examples significantly hamper model performance.

Auto-classification 52

Auto-classification Auto-complete Data Drift Machine Learning 52

The MLOps Blog

MARCH 12, 2024

LLMOps (Large Language Model Operations) focuses on operationalizing the entire lifecycle of large language models (LLMs), from data and prompt management to model training, fine-tuning, evaluation, deployment, monitoring, and maintenance. LLMOps is key to turning LLMs into scalable, production-ready AI tools.

Prompt Engineer 52

Prompt Engineer Prompt Engineering Large Language Models LLM 52