AWS Machine Learning Blog

JUNE 21, 2024

Solution overview Starting today, with SageMaker JumpStart and its private hub feature, administrators can create repositories for a subset of models tailored to different teams, use cases, or license requirements using the Amazon SageMaker Python SDK. For a list of filters you can apply, refer to SageMaker Python SDK.

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AWS Machine Learning Blog

NOVEMBER 15, 2024

We cover two approaches: using the Amazon SageMaker Studio UI for a no-code solution, and using the SageMaker Python SDK. FMs through SageMaker JumpStart in the SageMaker Studio UI and the SageMaker Python SDK. Fine-tune using the SageMaker Python SDK You can also fine-tune Meta Llama 3.2 Vision models. WASHINGTON, D.

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AssemblyAI

AUGUST 15, 2023

In this tutorial, we will learn how to use LLMs to automatically summarize audio and video files with Python. We’ll use the AssemblyAI Python SDK in this tutorial. python -m venv transcriber # you may have to use `python3` Activate the virtual environment with the activation script on macOS or Linux: source.

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AWS Machine Learning Blog

MARCH 19, 2025

To set up the integration, follow these steps: Create an AWS Lambda function with Python runtime and below code to be the backend for the API. Make sure that we have Powertools for AWS Lambda (Python) available in our runtime, for example, by attaching a Lambda layer to our function.

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AWS Machine Learning Blog

NOVEMBER 9, 2023

Policy 3 – Attach AWSLambda_FullAccess , which is an AWS managed policy that grants full access to Lambda, Lambda console features, and other related AWS services.

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Hacker News

MARCH 27, 2024

In 2012 Baofeng made waves with its UV-5R radio , upending the sleepy handheld-transceiver market. If you want to play with those or start writing your own mods, Python-based toolchains exist to assist you. But even I couldn’t help but hear the buzz surrounding a new handheld, Quansheng’s UV-K5.

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AWS Machine Learning Blog

SEPTEMBER 27, 2024

Ref S3BucketName, '/*']] - PolicyName: SNSPublish PolicyDocument: Version: '2012-10-17' Statement: - Effect: Allow Action: - 'sns:Publish' Resource: !Ref Ref S3BucketName, '/*']] - PolicyName: SNSPublish PolicyDocument: Version: '2012-10-17' Statement: - Effect: Allow Action: - 'sns:Publish' Resource: !Ref Join ['', ['arn:aws:s3:::',

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AWS Machine Learning Blog

MARCH 15, 2023

The term legacy code refers to code that was developed to be manually run on a local desktop, and is not built with cloud-ready SDKs such as the AWS SDK for Python (Boto3) or Amazon SageMaker Python SDK. The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK.

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Data Science 101

APRIL 12, 2019

Looker was founded in 2012 and its headquarters are located in Santa Cruz, California. Having a degree in Data Science, Computer Science, Mathematics, Statistics, Social Science, Engineering with additional knowledge of Python, R Programming, Hadoop increases the possibility of getting a starting position job.

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AWS Machine Learning Blog

SEPTEMBER 7, 2023

Run a lightweight Python function using a Lambda step Python functions are omnipresent in ML workflows; they are used in preprocessing, postprocessing, evaluation, and more. With Lambda, you can run code in your preferred language that includes Python. You can use this to run custom Python code as part of your pipeline.

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AWS Machine Learning Blog

SEPTEMBER 3, 2024

Apache Spark and its Python API, PySpark , empower users to process massive datasets effortlessly by using distributed computing across multiple nodes. In this post, we build a Docker image that includes the Python 3.11 You can modify the role to include any additional services that EMR Serverless needs to access at runtime.

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AWS Machine Learning Blog

MAY 10, 2023

The following steps assume that you already have a valid Python 3 and JupyterLab environment (this extension works with JupyterLab v3.0 Advanced configurations From your local compute, notebooks automatically run on the SageMaker Base Python image, which is the official Python 3.8 or higher).

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AWS Machine Learning Blog

APRIL 5, 2023

We launch an Amazon SageMaker notebook, which provides a Python environment where you can run the code to pass an image to Amazon Rekognition and then automatically modify the image with the celebrity in focus. In the following sections, we show how to create the following cropped image output with Werner Vogels in crisp focus. is 6:4, 0.66

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AWS Machine Learning Blog

DECEMBER 4, 2024

Use Amazon Bedrock APIs with the deployed model This section demonstrates using the AWS SDK for Python (Boto3) and Converse APIs to invoke the Gemma 2 9B Instruct model you deployed earlier through SageMaker and registered with Amazon Bedrock. Let me know if you'd like me to elaborate on any of these action items!

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AWS Machine Learning Blog

MAY 8, 2023

MLflow has integrated the feature that enables request signing using AWS credentials into the upstream repository for its Python SDK, improving the integration with SageMaker. The changes to the MLflow Python SDK are available for everyone since MLflow version 1.30.0. mlflow/runs/search/", "arn:aws:execute-api: : : / /POST/api/2.0/mlflow/experiments/search",

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AWS Machine Learning Blog

MAY 12, 2023

Use CodeWhisperer in Studio After we complete the installation steps, we can use CodeWhisperer by opening a new notebook or Python file. Let’s test it out in a Python file. On the File menu, choose New and Python File. To use the CodeWhisperer extension, ensure that you have the necessary permissions. Install the extension.

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AWS Machine Learning Blog

SEPTEMBER 19, 2023

Create a role named sm-build-role with the following trust policy, and add the policy sm-build-policy that you created earlier: { "Version": "2012-10-17", "Statement": [ { "Effect": "Allow", "Principal": { "Service": "codebuild.amazonaws.com" }, "Action": "sts:AssumeRole" } ] } Now, let’s review the steps in CloudShell. base-ubuntu18.04

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AWS Machine Learning Blog

MAY 21, 2025

Through carefully crafted trust relationships, the operations account maintains control over who can access what, while still enabling the flexibility needed in complex multi-account environments. The IAM role can have assigned one or more policies. get("prompt_tokens", None) output_token_count = response.llm_output.get("usage", {}).get("completion_tokens",

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ODSC - Open Data Science

FEBRUARY 28, 2023

Improving Operations and Infrastructure Taipy The inspiration for this open-source software for Python developers was the frustration felt by those who were trying, and struggling, to bring AI algorithms to end-users. Blueprint’s tools and services allow organizations to quickly obtain decision-guiding insights from your data.

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Explosion

DECEMBER 17, 2013

It’s now possible for a tiny Python implementation to perform better than the widely-used Stanford PCFG parser. 2,020 Python ~500 Redshift 93.6% The performance of our parser is made possible by an advance by Goldberg and Nivre (2012), who showed that we’d been doing this wrong for years. 19 Java <4,000 parser.py

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AWS Machine Learning Blog

AUGUST 22, 2023

It serializes these configuration dictionaries (or config dict for short) to their ProtoBuf representation, transports them to the client using gRPC, and then deserializes them back to Python dictionaries. Flower FL strategies Flower allows customization of the learning process through the strategy abstraction.

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AWS Machine Learning Blog

MARCH 15, 2024

You can load the data to the DynamoDB table using Python code in a SageMaker notebook. Return to the SageMaker notebook and write a Python code to set up a connection to DynamoDB using the Boto3 library in Python. There are many FMs available via the Amazon Bedrock Python SDK. Copy your prompt files to the python folder.

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Towards AI

JULY 21, 2023

But who knows… 3301’s Cicada project started with a random 4chan post in 2012 leading many thrill seekers, with a cult-like following, on a puzzle hunt that encompassed everything from steganography to cryptography. While most of their puzzles were eventually solved, the very last one, the Liber Primus, is still (mostly) encrypted.

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IBM Journey to AI blog

JANUARY 10, 2023

This data will be analyzed using Netezza SQL and Python code to determine if the flight delays for the first half of 2022 have increased over flight delays compared to earlier periods of time within the current data (January 2019 – December 2021). Only the oldest historical data (2003–2012) had flight delays comparable to 2022.

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AWS Machine Learning Blog

JULY 2, 2024

The following code snippet demonstrates how to call the retrieve_and_generate API using the Boto3 library in Python. Streamlit sample app To showcase the interaction between doctors and the knowledge base, we developed a user-friendly web application using Streamlit , a popular open source Python library for building interactive data apps.

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AWS Machine Learning Blog

OCTOBER 17, 2024

The storage resources for SageMaker Studio spaces are Amazon Elastic Block Store (Amazon EBS) volumes, which offer low-latency access to user data like notebooks, sample data, or Python/Conda virtual environments.

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Mlearning.ai

JUNE 14, 2023

YouTube Introduction to Natural Language Processing (NLP) NLP 2012 Dan Jurafsky and Chris Manning (1.1) Learning LLMs (Foundational Models) Base Knowledge / Concepts: What is AI, ML and NLP Introduction to ML and AI — MFML Part 1 — YouTube What is NLP (Natural Language Processing)? — YouTube

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ODSC - Open Data Science

JUNE 8, 2023

Taipy The inspiration for this open-source software for Python developers was the frustration felt by those who were trying, and struggling, to bring AI algorithms to end-users. It also has an impressive list of integrations such as Amazon Redshift, Kafka, Python, Java, trino, DataHub, and others.

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AWS Machine Learning Blog

JULY 23, 2024

The following is a sample AWS Lambda function code in Python for referencing the slot value of a phone number provided by the user. Organizations should make sure all personnel involved in bot design and deployment are trained on these practices to consistently safeguard user information across all interactions.

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Hacker News

JANUARY 9, 2024

And in 2012 we introduced Quantity to represent quantities with units in the Wolfram Language. There’s one setup for interpreted languages like Python. Let’s start with Python. We’ve had ExternalEvaluate for evaluating Python code since 2018. And, yes, with both Python and C there’s quite a bit of complexity underneath.

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Flipboard

AUGUST 17, 2023

If you are prompted to choose a kernel, choose Data Science as the image and Python 3 as the kernel, then choose Select. as the image and Glue Python [PySpark and Ray] as the kernel, then choose Select. For the following notebooks, choose the same image and kernel except the AWS Glue Interactive Sessions notebook (4a).

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Hacker News

JUNE 9, 2025

Most modern object-oriented languages, from Objective-C and Go to Java and Python, show the influence of Smalltalk. Conclusion Although Smalltalk wasnt the first object-oriented programming language, Smalltalk introduced the term object-oriented programming and was very influential in later object-oriented programming languages.

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Pickl AI

APRIL 27, 2023

Python Might Go Viral Yes, you read it right. While several programming languages play a significant role across different technologies, Python holds a special position. Moreover, Python applications are not limited to Data Science, but technologies like Blockchain , also rely upon it. It is a universal programming language.

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AWS Machine Learning Blog

JUNE 6, 2023

Our next generation release that is faster, more Pythonic and Dynamic as ever for details. Each Docker image is built for training or inference on a specific deep learning framework version, Python version, with CPU or GPU support. Refer to PyTorch 2.0: Create an EC2 role with the name ec2_role. Select the PyTorch 2.0

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AWS Machine Learning Blog

APRIL 16, 2024

Jupyter notebooks can differentiate between SQL and Python code using the %%sm_sql magic command, which must be placed at the top of any cell that contains SQL code. This command signals to JupyterLab that the following instructions are SQL commands rather than Python code. or later image versions.

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AWS Machine Learning Blog

APRIL 22, 2024

Install the sssd-tools package on the Linux machine to install the Python module pysss for obfuscation: # Ubuntu $ sudo apt install sssd-tools # Amazon Linux $ sudo yum install sssd-tools Run the following one-line Python script. For this step, you need a Linux environment (local laptop, EC2 Linux instance, or CloudShell).

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AWS Machine Learning Blog

DECEMBER 14, 2023

EFS mounts provide a solid alternative for sharing Python environments like conda or virtualenv across multiple workspaces. You need to grant your users permissions for private spaces and user profiles necessary to access these private spaces. Additionally, version 4.0

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