Explosion

MAY 17, 2023

Once you’re past prototyping and want to deliver the best system you can, supervised learning will often give you better efficiency, accuracy and reliability than in-context learning for non-generative tasks — tasks where there is a specific right answer that you want the model to find. That’s not a path to improvement.

Supervised Learning 135

Supervised Learning Natural Language Processing Clustering Machine Learning 135

AssemblyAI

JULY 18, 2023

Building on In-House Hardware Conformer-2 was trained on our own GPU compute cluster of 80GB-A100s. To do this, we deployed a fault-tolerant and highly scalable cluster management and job scheduling Slurm scheduler, capable of managing resources in the cluster, recovering from failures, and adding or removing specific nodes.

Clustering 98

Clustering Supervised Learning AI AI 98

AWS Machine Learning Blog

OCTOBER 30, 2024

Sentence transformers are powerful deep learning models that convert sentences into high-quality, fixed-length embeddings, capturing their semantic meaning. These embeddings are useful for various natural language processing (NLP) tasks such as text classification, clustering, semantic search, and information retrieval.

Machine Learning 108

Machine Learning Machine Learning AWS Data Scientist 108

Towards AI

FEBRUARY 11, 2025

2020) Scaling Laws for Neural Language Models [link] First formal study documenting empirical scaling laws Published by OpenAI The Data Quality Conundrum Not all data is created equal. AI model training requires extensive computational resources, with companies investing billions in AI clusters.

Data Quality 59

Data Quality Data Engineering Data Engineer Data Engineering 59

Mlearning.ai

JANUARY 31, 2023

It turned out that a better solution was to annotate data by using a clustering algorithm, in particular, I chose the popular K-means. While SVM is a supervised machine learning classifier, this one belongs to the family of unsupervised learning algorithms. Machine learning would be a lot easier otherwise.

Clustering 52

Clustering Algorithm Machine Learning Machine Learning 52

Snorkel AI

FEBRUARY 6, 2023

And that’s the power of self-supervised learning. But desert, ocean, desert, in this way, I think that’s what the power of self-supervised learning is. It’s essentially self -supervised learning. This is the example from California from 2020. So here’s this example.

ML 52

ML ML Supervised Learning Deep Learning 52

Snorkel AI

FEBRUARY 6, 2023

And that’s the power of self-supervised learning. But desert, ocean, desert, in this way, I think that’s what the power of self-supervised learning is. It’s essentially self -supervised learning. This is the example from California from 2020. So here’s this example.

ML 52

ML ML Supervised Learning Deep Learning 52