The MLOps Blog

JUNE 27, 2023

With built-in components and integration with Google Cloud services, Vertex AI simplifies the end-to-end machine learning process, making it easier for data science teams to build and deploy models at scale. Metaflow Metaflow helps data scientists and machine learning engineers build, manage, and deploy data science projects.

Machine Learning 134

Machine Learning Metadata Data Scientist Data Quality 134

AWS Machine Learning Blog

NOVEMBER 14, 2024

It includes processes for monitoring model performance, managing risks, ensuring data quality, and maintaining transparency and accountability throughout the model’s lifecycle. It’s a binary classification problem where the goal is to predict whether a customer is a credit risk. region_name ram_client = boto3.client('ram')

ML 89

ML Machine Learning Auto-complete Auto-classification 89

AWS Machine Learning Blog

MAY 3, 2023

Each business problem is different, each dataset is different, data volumes vary wildly from client to client, and data quality and often cardinality of a certain column (in the case of structured data) might play a significant role in the complexity of the feature engineering process.

Auto-classification 83

Auto-classification Auto-complete Machine Learning Metadata 83

Snorkel AI

SEPTEMBER 26, 2023

Scaling clinical trial screening with document classification Memorial Sloan Kettering Cancer Center, the world’s oldest and largest private cancer center, provides care to increase the quality of life of more than 150,000 cancer patients annually. However, lack of labeled training data bottlenecked their progress.

Auto-classification 52

Auto-classification Categorization Data Scientist ML 52

Pickl AI

MARCH 10, 2023

Data Science is the process in which collecting, analysing and interpreting large volumes of data helps solve complex business problems. A Data Scientist is responsible for analysing and interpreting the data, ensuring it provides valuable insights that help in decision-making.

Data Scientist 52

Data Scientist Data Science Data Integration Auto-classification 52

Snorkel AI

JANUARY 11, 2023

Using Snorkel Flow, Pixability leveraged foundation models to build small, deployable classification models capable of categorizing videos across more than 600 different classes with 90% accuracy in just a few weeks. To help brands maximize their reach, they need to constantly and accurately categorize billions of YouTube videos.

NLP 52

NLP Auto-classification Categorization Natural Language Processing 52

AWS Machine Learning Blog

JULY 31, 2023

It also enables you to evaluate the models using advanced metrics as if you were a data scientist. In this post, we show how a business analyst can evaluate and understand a classification churn model created with SageMaker Canvas using the Advanced metrics tab.

Auto-classification 91

Auto-classification Machine Learning ML Auto-complete 91