AWS Machine Learning Blog

FEBRUARY 28, 2024

You can download the datasets and store them in Amazon Simple Storage Service (Amazon S3). About the Authors Sanjeeb Panda is a Data and ML engineer at Amazon. Outside of his work as a Data and ML engineer at Amazon, Sanjeeb Panda is an avid foodie and music enthusiast. format('parquet').option('path',

Metadata 129

Metadata LLM Generative AI NLP 129

AWS Machine Learning Blog

JUNE 3, 2024

Upload the dataset you downloaded in the prerequisites section. To learn more about how SageMaker Canvas uses training and validation datasets, see Evaluating Your Model’s Performance in Amazon SageMaker Canvas and SHAP Baselines for Explainability. Choose Batch prediction and upload the downloaded file.

Categorization 112

Categorization Generative AI Auto-complete Auto-classification 112

Mlearning.ai

AUGUST 18, 2023

TL;DR This series explain how to implement intermediate MLOps with simple python code, without introducing MLOps frameworks (MLflow, DVC …). As an ML engineer you’re in charge of some code/model. Running invoke from cmd: $ inv download-best-model We’re decoupling MLOps from actual ML code. MLOps heart —  tasks.py

DevOps 52

DevOps Python ML ML Engineer 52

The MLOps Blog

JUNE 27, 2023

Model governance and compliance : They should address model governance and compliance requirements, so you can implement ethical considerations, privacy safeguards, and regulatory compliance into your ML solutions. This includes features for model explainability, fairness assessment, privacy preservation, and compliance tracking.

Machine Learning 134

Machine Learning Metadata Data Scientist Data Quality 134

Flipboard

MARCH 7, 2023

Because of this difference, there are some specifics of how you create and manage virtual environments in Studio notebooks , for example usage of Conda environments or persistence of ML development environments between kernel restarts. Refer to SageMaker Studio Lifecycle Configuration Samples for more samples and use cases.

Python 123

Python Data Science Data Scientist ML 123

Heartbeat

JULY 17, 2023

Comet allows ML engineers to track these metrics in real-time and visualize their performance using interactive dashboards. To download it, you will use the Kaggle package. Create your API keys on your Account’s Settings page and it will download a JSON file. We pay our contributors, and we don’t sell ads.

Computer Vision 52

Computer Vision Auto-classification Deep Learning Machine Learning 52

AWS Machine Learning Blog

SEPTEMBER 23, 2024

Throughout this exercise, you use Amazon Q Developer in SageMaker Studio for various stages of the development lifecycle and experience firsthand how this natural language assistant can help even the most experienced data scientists or ML engineers streamline the development process and accelerate time-to-value.

ML 82

ML Computer Vision Data Scientist Machine Learning 82

AWS Machine Learning Blog

NOVEMBER 9, 2023

Download and save the publicly available UCI Mammography Mass dataset to the S3 bucket you created earlier in the dev account. This collaboration ensures that your MLOps platform can adapt to evolving business needs and accelerates the adoption of ML across teams. Machine Learning Engineer with AWS Professional Services.

Data Drift 119

Data Drift Auto-complete ML Automation 119

The MLOps Blog

MAY 10, 2023

Note: The focus of this article is not to show you how you can create the best ML model but to explain how effectively you can save trained models. To save the model using ONNX, you need to have onnx and onnxruntime packages downloaded in your system. separate the independent and dependent features X = dataset.iloc[:, : -1 ].values

Python 105

Python Metadata ML Machine Learning 105

DataRobot Blog

JANUARY 10, 2023

For this experiment, we are going to ingest the hospital readmissions data from a CSV file downloaded to the notebook’s working directory using a shell command. Model Explainability for Responsible and Trusted AI. Built-in, Intuitive Cell Functions Promote Better Usability for Exploratory Analysis.

Auto-classification 52

Auto-classification Auto-complete Data Scientist Data Science 52

Viso.ai

FEBRUARY 11, 2024

One of the first steps is registering and downloading training data, and getting it into the system. Tutorials and explainers can also be helpful. Detectron2 Training Techniques In developing projects with Detectron2, it’s useful to look at how developers typically work.

Computer Vision 52

Computer Vision Robotics Deep Learning Large Language Models 52

The MLOps Blog

MARCH 15, 2023

ML model explainability: Make sure the ML model is interpretable and understandable by the developers as well as other stakeholders and that the value addition provided can be easily quantified. For an experienced Data Scientist/ML engineer, that shouldn’t come as so much of a problem.

ETL 52

ETL Data Drift Machine Learning ML 52

AWS Machine Learning Blog

DECEMBER 2, 2024

Container Caching addresses this scaling challenge by pre-caching the container image, eliminating the need to download it when scaling up. We discuss how this innovation significantly reduces container download and load times during scaling events, a major bottleneck in LLM and generative AI inference.

Generative AI 95

Generative AI Machine Learning Large Language Models ML Engineer 95

AWS Machine Learning Blog

OCTOBER 11, 2024

Generative AI solutions often use Retrieval Augmented Generation (RAG) architectures, which augment external knowledge sources for improving content quality, context understanding, creativity, domain-adaptability, personalization, transparency, and explainability. Download the notebook file to use in this post.

Metadata 101

Metadata Generative AI LLM Data Ingestion 101

AWS Machine Learning Blog

NOVEMBER 18, 2024

This post explains how the solution is built using Anthropic’s Claude 3.5 In our case, we create a local SQLite database by first downloading it from the source site. Varun Kumar Nomula is Principal AI/ML Engineer consultant for MSD, specializing in Generative AI, Cloud computing, and Data Science.

LLM 98

LLM Generative AI Data Science Data Scientist 98