AWS Machine Learning Blog

MARCH 10, 2025

Visit octus.com to learn how we deliver rigorously verified intelligence at speed and create a complete picture for professionals across the entire credit lifecycle. The use of multiple external cloud providers complicated DevOps, support, and budgeting. Follow Octus on LinkedIn and X.

DevOps 69

DevOps Metadata Auto-complete Automation 69

AWS Machine Learning Blog

MAY 7, 2024

They are designed for real-time, interactive, and low-latency workloads and provide auto scaling to manage load fluctuations. Limitations This solution has the following limitations: The model provides high-accuracy completions for English language. Mateusz Zaremba is a DevOps Architect at AWS Professional Services.

Automation 133

Automation Auto-complete DevOps UX Design 133

AWS Machine Learning Blog

SEPTEMBER 11, 2023

IaC ensures that customer infrastructure and services are consistent, scalable, and reproducible while following best practices in the area of development operations (DevOps). Later, the auto-shutdown script will run the s3 cp command to download the extension file from the S3 bucket on Jupyter Server start-ups.

Auto-complete 125

Auto-complete Machine Learning ML DevOps 125

The MLOps Blog

JANUARY 23, 2023

Lived through the DevOps revolution. If you’d like a TLDR, here it is: MLOps is an extension of DevOps. Not a fork: – The MLOps team should consist of a DevOps engineer, a backend software engineer, a data scientist, + regular software folks. Model monitoring tools will merge with the DevOps monitoring stack. Not a fork.

DevOps 59

DevOps Metadata Software Engineer Data Scientist 59

Marktechpost

DECEMBER 4, 2023

From completing entire lines of code and functions to writing comments and aiding in debugging and security checks, Copilot serves as an invaluable tool for developers. Mintlify Mintlify is a time-saving tool that auto-generates code documentation directly in your favorite code editor.

AI Tools 134

AI Tools Auto-complete Artificial Intelligence Artificial Intelligence 134

Marktechpost

MAY 3, 2024

From completing entire lines of code and functions to writing comments and aiding in debugging and security checks, Copilot serves as an invaluable tool for developers. Mintlify Mintlify is a time-saving tool that auto-generates code documentation directly in your favorite code editor.

Artificial Intelligence 113

Artificial Intelligence Artificial Intelligence AI Tools Auto-complete 113

AWS Machine Learning Blog

JUNE 11, 2024

Launch the instance using Neuron DLAMI Complete the following steps: On the Amazon EC2 console, choose your desired AWS Region and choose Launch Instance. You can update your Auto Scaling groups to use new AMI IDs without needing to create new launch templates or new versions of launch templates each time an AMI ID changes.

Deep Learning 127

Deep Learning ML Automation Auto-complete 127

AWS Machine Learning Blog

MAY 16, 2024

When training is complete (through the Lambda step), the deployed model is updated to the SageMaker endpoint. When the preprocessing batch was complete, the training/test data needed for training was partitioned based on runtime and stored in Amazon S3. We load tested it with Locust using five g4dn.2xlarge

Deep Learning 128

Deep Learning Auto-complete Algorithm ML 128

AWS Machine Learning Blog

MAY 31, 2024

It’s built on causal decoder-only architecture, making it powerful for auto-regressive tasks. After deployment is complete, you will see that an endpoint is created. His area of focus is AI for DevOps and machine learning. trillion token dataset primarily consisting of web data from RefinedWeb with 11 billion parameters.

Python 122

Python Machine Learning Auto-classification ML 122

AWS Machine Learning Blog

NOVEMBER 9, 2023

Create a KMS key in the dev account and give access to the prod account Complete the following steps to create a KMS key in the dev account: On the AWS KMS console, choose Customer managed keys in the navigation pane. Choose Create key. For Key type , select Symmetric. For Script Path , enter Jenkinsfile. Choose Save.

Data Drift 123

Data Drift Auto-complete ML Automation 123

The MLOps Blog

JUNE 27, 2023

Can you see the complete model lineage with data/models/experiments used downstream? Some of its features include a data labeling workforce, annotation workflows, active learning and auto-labeling, scalability and infrastructure, and so on. Is it accessible from your language/framework/infrastructure, framework, or infrastructure?

Machine Learning 134

Machine Learning Metadata Data Scientist Data Quality 134

AWS Machine Learning Blog

OCTOBER 18, 2023

This post details how Purina used Amazon Rekognition Custom Labels , AWS Step Functions , and other AWS Services to create an ML model that detects the pet breed from an uploaded image and then uses the prediction to auto-populate the pet attributes. Start the model version when training is complete.

Auto-complete 129

Auto-complete Auto-classification Machine Learning ML 129

AWS Machine Learning Blog

JULY 16, 2024

It manages the availability and scalability of the Kubernetes control plane, and it provides compute node auto scaling and lifecycle management support to help you run highly available container applications. Training Now that our data preparation is complete, we’re ready to train our model with the created dataset.

Generative AI 127

Generative AI Auto-complete Auto-classification Deep Learning 127

IBM Journey to AI blog

MARCH 6, 2024

A McKinsey study claims that software developers can complete coding tasks up to twice as fast with generative AI. DevOps Research and Assessment metrics (DORA), encompassing metrics like deployment frequency, lead time and mean time to recover , serve as yardsticks for evaluating the efficiency of software delivery.

Generative AI 321

Generative AI DevOps Software Development Auto-complete 321

AWS Machine Learning Blog

DECEMBER 4, 2024

Scalable infrastructure – Bedrock Marketplace offers configurable scalability through managed endpoints, allowing organizations to select their desired number of instances, choose appropriate instance types, define custom auto scaling policies that dynamically adjust to workload demands, and optimize costs while maintaining performance.

Machine Learning 107

Machine Learning Large Language Models Data Scarcity Auto-complete 107

AWS Machine Learning Blog

JUNE 29, 2023

model = AutoModelForCausalLM.from_pretrained(model_id, trust_remote_code=True, quantization_config=bnb_config, device_map="auto") With Hugging Face’s PEFT library, you can freeze most of the original model weights and replace or extend model layers by training an additional, much smaller, set of parameters.

Auto-complete 145

Auto-complete Large Language Models Machine Learning ML 145

Unite.AI

DECEMBER 10, 2024

Gentrace , a cutting-edge platform for testing and monitoring generative AI applications, has announced the successful completion of an $8 million Series A funding round led by Matrix Partners , with contributions from Headline and K9 Ventures. It has drastically improved our ability to predict the impact of changes in our AI models.

Generative AI 147

Generative AI Auto-complete LLM DevOps 147

Mlearning.ai

MAY 3, 2023

autogpt : Auto-GPT is an “Autonomous AI agent” that given a goal in natural language, will allow Large Language Models (LLMs) to think, plan, and execute actions for us autonomously. The complete code of the APP can be found here. It is built on top of OpenAI’s Generative Pretrained Transformer (GPT-3.5 If you liked the blog post pls.

Large Language Models 52

Large Language Models Python Auto-complete Natural Language Processing 52

Unite.AI

DECEMBER 6, 2024

Nerdios advanced auto-scaling feature is central to its cost-saving capabilities. Nerdios auto-scaling capabilities are particularly beneficial, enabling enterprises to dynamically adjust resources based on real-time business needs. What role does AI play in Nerdios auto-scaling and cost optimization features?

Auto-complete 130

Auto-complete Automation ESG DevOps 130

AWS Machine Learning Blog

JANUARY 9, 2025

Amazon Q Business is a generative AI-powered assistant that can answer questions, provide summaries, generate content, and securely complete tasks based on data and information in your enterprise systems. Prerequisites Complete the following prerequisites: Have a valid AWS account. Upload the sample articles file to the S3 bucket.

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Auto-complete Generative AI DevOps AI 110

AWS Machine Learning Blog

NOVEMBER 6, 2024

time.sleep(10) The transcription job will take a few minutes to complete. When the job is complete, you can inspect the transcription output and check the plain text transcript that was generated (the following has been trimmed for brevity): # Get the Transcribe Output JSON file s3 = boto3.client('s3') Current status is {job_status}.")

Auto-complete 119

Auto-complete Machine Learning Generative AI Large Language Models 119

AWS Machine Learning Blog

JANUARY 9, 2025

This process is like assembling a jigsaw puzzle to form a complete picture of the malwares capabilities and intentions, with pieces constantly changing shape. The meticulous nature of this process, combined with the continuous need for scaling, has subsequently led to the development of the auto-evaluation capability.

Deep Learning 117

Deep Learning Neural Network Explainability AI 117

AWS Machine Learning Blog

FEBRUARY 7, 2025

Deployment is fully automated with GitLab CI/CD pipelines, Terraform, and Helm, requiring less than an hour to complete without any downtime. We use Karpenter as the cluster auto scaler. He joined the company with previous Platform, Kubernetes, DevOps, and Big Data knowledge and was training LLMs from scratch.

Auto-complete 67

Auto-complete AI DevOps AI 67