The MLOps Blog

FEBRUARY 27, 2023

You would address it in a completely different way, depending on what’s the problem. What’s your approach to different modalities of classification detection and segmentation? If you have images and then the task is to do the classification, then there’s quite not too much information in a given image.

Computer Vision 52

Computer Vision Auto-classification Auto-complete ML 52

AWS Machine Learning Blog

MARCH 1, 2023

This requires not only well-designed features and ML architecture, but also data preparation and ML pipelines that can automate the retraining process. To solve this problem, we make the ML solution auto-deployable with a few configuration changes. AutoGluon is a toolkit for automated machine learning (AutoML).

Automation 87

Automation ETL Data Drift ML 87

Dlabs.ai

SEPTEMBER 25, 2020

They’re actively creating the future of automation in what’s known as Robotic Process Automation 2.0. Source: Grand View Research What is Robotic Process Automation (RPA)? let’s first explain basic Robotic Process Automation. used Robotic Process Automation 2.0 But that’s not all they’re doing. Happy reading!

Automation 52

Automation Auto-classification Robotics Auto-complete 52

AWS Machine Learning Blog

JUNE 23, 2023

Amazon SageMaker Data Wrangler is a single visual interface that reduces the time required to prepare data and perform feature engineering from weeks to minutes with the ability to select and clean data, create features, and automate data preparation in machine learning (ML) workflows without writing any code. This is a one-time setup.

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Auto-complete Auto-classification ML Data Quality 75

AWS Machine Learning Blog

MARCH 28, 2024

These generative AI applications are not only used to automate existing business processes, but also have the ability to transform the experience for customers using these applications. When you create an AWS account, you get a single sign-on (SSO) identity that has complete access to all the AWS services and resources in the account.

LLM 111

LLM Auto-complete Auto-classification Generative AI 111

DataRobot Blog

JANUARY 10, 2023

DataRobot Notebooks is a fully hosted and managed notebooks platform with auto-scaling compute capabilities so you can focus more on the data science and less on low-level infrastructure management. Auto-scale compute. In the DataRobot left sidebar, there is a table of contents auto-generated from the hierarchy of Markdown cells.

Auto-classification 52

Auto-classification Auto-complete Data Scientist Data Science 52

AWS Machine Learning Blog

MAY 17, 2024

LLMs are specifically focused on language-based tasks such as summarization, text generation, classification, open-ended conversation, and information extraction. Figure 1: Customer review and response The example application in this post automates the process of responding to customer reviews.

Generative AI 82

Generative AI LLM Prompt Engineer Prompt Engineering 82

AWS Machine Learning Blog

APRIL 20, 2023

Amazon SageMaker Inference Recommender is a capability of Amazon SageMaker that reduces the time required to get ML models in production by automating load testing and model tuning across SageMaker ML instances. We train an XGBoost model for a classification task on a credit card fraud dataset.

ML 79

ML Auto-classification Python Auto-complete 79

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 Quality Data Scientist 134

Pickl AI

JANUARY 23, 2023

This framework can perform classification, regression, etc., Provides modularity as a series of completely configurable, independent modules that can be combined with the fewest restrictions possible. Most of the organizations make use of Caffe in order to deal with computer vision and classification related problems.

Machine Learning 52

Machine Learning ML Neural Network Auto-classification 52

AWS Machine Learning Blog

JULY 31, 2023

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. Cost-sensitive classification – In some applications, the cost of misclassification for different classes can be different.

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Auto-classification Machine Learning ML Auto-complete 80

Bugra Akyildiz

OCTOBER 21, 2023

It simplifies the orchestration, automation, and optimization of a complex LLM workflow. LLMs are powerful but expensive to run, and generating responses or code auto-completion can quickly accumulate costs, especially when serving many users. BC also improved the accuracy of a CLIP model on an image classification task by 5%.

Large Language Models 52

Large Language Models Auto-classification LLM Auto-complete 52

AWS Machine Learning Blog

SEPTEMBER 6, 2023

What is Llama 2 Llama 2 is an auto-regressive language model that uses an optimized transformer architecture. Write a response that appropriately completes the request.nn### Instruction:nWhen did Felix Luna die?nn### Write a response that appropriately completes the request.nn### Instruction:nWhat is an egg laying mammal?nn###

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Auto-complete Machine Learning ML Python 97

AWS Machine Learning Blog

NOVEMBER 16, 2023

We propose using this capability with the Amazon SageMaker platform of services to improve regression model accuracy in an ML use case, and independently, for the automated tagging of visual images. In your application, take time to imagine the diverse set of questions available in your images to help your classification or regression task.

ML 87

ML Machine Learning Computer Vision Auto-classification 87

The Stanford AI Lab Blog

MARCH 28, 2022

It is well known that grading is critical to student learning 2 , in part because it motivates students to complete their assignments. Sometimes manual grading can be feasible in small settings, or automated grading used in simple settings such as when assignments are multiple choice or adopt a fill-in-the-blink modular coding structure.

Algorithm 52

Algorithm Auto-classification Automation Auto-complete 52

The MLOps Blog

JUNE 6, 2023

Complete ML model training pipeline workflow | Source But before we delve into the step-by-step model training pipeline, it’s essential to understand the basics, architecture, motivations, challenges associated with ML pipelines, and a few tools that you will need to work with. Let’s get started! Build the pipeline.

ML 52

ML Machine Learning Auto-classification Auto-complete 52

The MLOps Blog

MARCH 12, 2024

Monitoring Monitor model performance for data drift and model degradation, often using automated monitoring tools. Feedback loops: Use automated and human feedback to improve prompt design continuously. Models are part of chains and agents, supported by specialized tools like vector databases.

Prompt Engineer 52

Prompt Engineer Prompt Engineering LLM Large Language Models 52

AWS Machine Learning Blog

MARCH 2, 2023

Transformer-based language models such as BERT ( Bidirectional Transformers for Language Understanding ) have the ability to capture words or sentences within a bigger context of data, and allow for the classification of the news sentiment given the current state of the world. W&B Sweeps will automate this kind of exploration.

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BERT Deep Learning Metadata Auto-complete 75

Explosion

JANUARY 31, 2021

The quickstart widget auto-generates a starter config for your specific use case and setup You can use the quickstart widget or the init config command to get started. Automated checks and validation. When you load a config, spaCy checks if the settings are complete and if all values have the correct types.

NLP 52

NLP Python BERT Auto-classification 52

AWS Machine Learning Blog

JANUARY 31, 2024

In the first part of this three-part series, we presented a solution that demonstrates how you can automate detecting document tampering and fraud at scale using AWS AI and machine learning (ML) services for a mortgage underwriting use case. If the image is completely unmodified, then all 8×8 squares should have similar error potentials.

Computer Vision 90

Computer Vision Auto-complete Deep Learning Auto-classification 90

Dlabs.ai

JANUARY 16, 2023

The Mayo Clinic sponsored the Mayo Clinic – STRIP AI competition focused on image classification of stroke blood clot origin. That’s why the clinic wants to harness the power of deep learning in a bid to help healthcare professionals in an automated way. The goal was to classify the blood clot origins in an ischemic stroke.

Neural Network 52

Neural Network ML Auto-classification Convolutional Neural Networks 52

AWS Machine Learning Blog

JANUARY 26, 2023

SageMaker provides automated model tuning , which manages the undifferentiated heavy lifting of provisioning and managing compute infrastructure to run several iterations and select the optimized model candidate from training. Best Egg trains multiple credit models using classification and regression algorithms.

ML 73

ML Auto-complete Data Scientist Automation 73

AWS Machine Learning Blog

JANUARY 17, 2024

Llama 2 is an auto-regressive generative text language model that uses an optimized transformer architecture. As a publicly available model, Llama 2 is designed for many NLP tasks such as text classification, sentiment analysis, language translation, language modeling, text generation, and dialogue systems. instance_type="ml.trn1n.32xlarge",

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Auto-complete Python Deep Learning Machine Learning 102

AWS Machine Learning Blog

JANUARY 9, 2023

The models can be completely heterogenous, with their own independent serving stack. For example, an image classification use case may use three different models to perform the task. The scatter-gather pattern allows you to combine results from inferences run on three different models and pick the most probable classification model.

ML 74

ML Auto-complete Auto-classification Deep Learning 74

Flipboard

APRIL 13, 2023

For instance, a financial firm that needs to auto-generate a daily activity report for internal circulation using all the relevant transactions can customize the model with proprietary data, which will include past reports, so that the FM learns how these reports should read and what data was used to generate them.

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Topbots

JUNE 29, 2023

On a more advanced stance, everyone who has done SQL query optimisation will know that many roads lead to the same result, and semantically equivalent queries might have completely different syntax. 3] provides a more complete survey of Text2SQL data augmentation techniques.

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Auto-complete Algorithm Data Scientist Auto-classification 52