Unite.AI

JUNE 24, 2024

This is the reason why data scientists need to be actively involved in this stage as they need to try out different algorithms and parameter combinations. This is not ideal because data distribution is prone to change in the real world which results in degradation in the model’s predictive power, this is what you call data drift.

Data Drift 124

Data Drift Machine Learning Data Scientist ML 124

The MLOps Blog

JUNE 27, 2023

Learn more The Best Tools, Libraries, Frameworks and Methodologies that ML Teams Actually Use – Things We Learned from 41 ML Startups [ROUNDUP] Key use cases and/or user journeys Identify the main business problems and the data scientist’s needs that you want to solve with ML, and choose a tool that can handle them effectively.

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

Monitoring Monitor model performance for data drift and model degradation, often using automated monitoring tools. It involves transforming textual data into numerical form, known as embeddings, representing the semantic meaning of words, sentences, or documents in a high-dimensional vector space.

Prompt Engineering 52

Prompt Engineering Prompt Engineer Large Language Models LLM 52

Topbots

JUNE 29, 2023

This vision is embraced by conversational interfaces which allow humans to interact with data using language, our most intuitive and universal channel of communication. After parsing a question, an algorithm encodes it into a structured logical form in the query language of choice, such as SQL. in the data.

Algorithm 52

Algorithm Auto-complete Data Scientist Auto-classification 52