The MLOps Blog

MAY 10, 2023

When working on real-world machine learning (ML) use cases, finding the best algorithm/model is not the end of your responsibilities. How to save a trained model in Python? Saving trained model with pickle The pickle module can be used to serialize and deserialize the Python objects. Now let’s see how we can save our model.

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Python ML ML Database 105

Hacker News

JANUARY 3, 2025

Have strong CS fundamentals, including algorithms, data structures, system design, and distributed systems. Scalabilitysome cryptocurrency users, such as algorithmic traders, accumulate millions of transactions per year. Write high-quality code, value software testing, and uphold best practices in engineering, security, and design.

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AWS Machine Learning Blog

MARCH 8, 2023

It also provides common ML algorithms that are optimized to run efficiently against extremely large data in a distributed environment. This post shows a way to do this using Snowflake as the data source and by downloading the data directly from Snowflake into a SageMaker Training job instance. amazonaws.com/sagemaker-xgboost:1.5-1

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ML ML AWS Python 121

AWS Machine Learning Blog

NOVEMBER 15, 2023

Understanding up front which preprocessing techniques and algorithm types provide best results reduces the time to develop, train, and deploy the right model. An AutoML tool applies a combination of different algorithms and various preprocessing techniques to your data. The following screenshot shows the top rows of the dataset.

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Algorithm AWS ML ML 105

AWS Machine Learning Blog

MAY 9, 2023

In this post, we help you understand the Python backend that is supported by Triton on SageMaker so that you can make an informed decision for your workloads and achieve great results. Triton implements multiple scheduling and batching algorithms that can be configured on a model-by-model basis and can help tune performance.

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Python ML ML Deep Learning 94

Towards AI

AUGUST 29, 2023

C++ enterprise application for Windows executes a Python module. Image generated by the author using AI tools Intro Python’s simplicity, extensive package ecosystem, and supportive community make it an attractive choice. Frequently, Python code invokes C++ methods for intricate algorithmic calculations.

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AWS Machine Learning Blog

MAY 8, 2024

Amazon SageMaker JumpStart provides a suite of built-in algorithms , pre-trained models , and pre-built solution templates to help data scientists and machine learning (ML) practitioners get started on training and deploying ML models quickly. You can use these algorithms and models for both supervised and unsupervised learning.

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Algorithm Machine Learning Machine Learning ML 113

Pickl AI

NOVEMBER 4, 2024

Summary: Python for Data Science is crucial for efficiently analysing large datasets. With numerous resources available, mastering Python opens up exciting career opportunities. Introduction Python for Data Science has emerged as a pivotal tool in the data-driven world. As the global Python market is projected to reach USD 100.6

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Data Science Python Machine Learning Machine Learning 52

DrivenData Labs

FEBRUARY 19, 2024

pip install jupyterlab pandas pyarrow opencv-python matplotlib ultralytics Download some data ¶ Let's first download some challenge imagery from the Data Download page. For this benchmark example, we'll just download the 0.tar Once everything is downloaded, your data_dev directory should look like this.

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Pickl AI

JULY 2, 2024

Summary: Jupyter Notebook is a powerful tool for Python users in Data Science and scientific computing. This tutorial guides you through launching Jupyter Notebook, using cells for code and explanations, and running Python code. If you are new and eager to start with Python, this blog is your one-stop guide!

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Python Data Science Data Analysis Data Analysis 52

Applied Data Science

FEBRUARY 7, 2022

Step 1: Download the map files for the region you want to cover. The map extracts can be downloaded from Geofrabrik. I downloaded the files using the following command: wget [link] Downloaded the map extract Step 2: Pre-process the extract In this step, you can define what profile you want to use for the distance calculations.

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Data Science Azure AWS Python 130

Pickl AI

JULY 26, 2024

Summary: Python automation and scripting simplify repetitive tasks, improve efficiency, and streamline workflows. Learn to leverage Python’s tools and libraries for real-world applications. Introduction Python is pivotal in automation and scripting, offering versatile tools to streamline repetitive tasks and enhance efficiency.

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Python Artificial Intelligence Artificial Intelligence Data Analysis 52

AWS Machine Learning Blog

OCTOBER 2, 2023

You can try out this model with SageMaker JumpStart, a machine learning (ML) hub that provides access to algorithms, models, and ML solutions so you can quickly get started with ML. Discover models You can access Code Llama foundation models through SageMaker JumpStart in the SageMaker Studio UI and the SageMaker Python SDK.

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Python ML ML Machine Learning 134

Applied Data Science

AUGUST 2, 2021

Download the free, unabridged version here. The most common data science languages are Python and R   —  SQL is also a must have skill for acquiring and manipulating data. This allows for a much richer interpretation of predictions, without sacrificing the algorithm’s power. Download the free, unabridged version here.

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Data Science Data Scientist Data Analyst ML 130

AWS Machine Learning Blog

JULY 18, 2023

The built-in BlazingText algorithm offers optimized implementations of Word2vec and text classification algorithms. We walk you through the following steps to set up our spam detector model: Download the sample dataset from the GitHub repo. If you are prompted to choose a Kernel, choose the Python 3 (Data Science 3.0)

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Supervised Learning Algorithm Natural Language Processing AWS 78

AWS Machine Learning Blog

FEBRUARY 16, 2024

You can try out this model with SageMaker JumpStart, a machine learning (ML) hub that provides access to algorithms, models, and ML solutions so you can quickly get started with ML. The models excel in Python, C++, Java, PHP, C#, TypeScript, and Bash, and have the potential to save developers’ time and make software workflows more efficient.

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Python Machine Learning Machine Learning ML 124

IBM Data Science in Practice

MARCH 8, 2023

If you are set up with the required systems, you can download the sample project and complete the steps for hands-on learning. This sample uses the following platforms: Watson Studio and Watson Machine Learning with a Python 3.9 You can review the steps in this article to familiarize yourself with the process. Run the notebook cells.

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AWS Machine Learning Blog

SEPTEMBER 23, 2024

A Python function uses CV2 to split the video footage into image frames. Download the Rekognition Notebook and traffic intersection data to your local environment. On the Amazon Sagemaker Studio, upload the notebook and data you downloaded. OpenCv is an open source library with over 250 algorithms for computer vision analysis.

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AWS Data Scientist Machine Learning Machine Learning 121

Heartbeat

FEBRUARY 9, 2023

One can build NLP projects in different ways, and one of those is by using the Python library S paCy. SpaCy is a free, open-source library written in Python for advanced Natural Language Processing. Installation of SpaCy The installation of Python on the system is a prerequisite for configuring SpaCy. What is spaCy?

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Natural Language Processing Python Deep Learning Deep Learning 52

ODSC - Open Data Science

JANUARY 5, 2024

Python is still one of the most popular programming languages that developers flock to. In this blog, we’re going to take a look at some of the top Python libraries of 2023 and see what exactly makes them tick. NumPy arrays are similar to lists in Python, but they are optimized for performance.

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Python K-nearest Neighbors Data Science Data Visualization 52

Dataconomy

OCTOBER 9, 2023

In a world where pixels and algorithms converge to create stunningly lifelike images, the line between reality and artificial intelligence blurs. Install the necessary dependencies, ensuring compatibility with Python 3.8, Download pre-trained watermark extractor models provided with and without whitening, based on your requirements.

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AWS Machine Learning Blog

MAY 1, 2024

Prepare your dataset Complete the following steps to prepare your dataset: Download the following CSV dataset of question-answer pairs. Then select Download report. For this example, we enter the question, “Who developed the lie-detecting algorithm Fraudoscope?” Human: What are some of the alternative lie-detecting algorithms?

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AWS Machine Learning Blog

AUGUST 26, 2024

MMPose is a member of the OpenMMLab Project and contains a rich set of algorithms for 2D multi-person human pose estimation, 2D hand pose estimation, 2D face landmark detection, and 133 keypoint whole-body human pose estimations. You can download and install Docker from Docker’s official website. AWS SAM CLI – Install the AWS SAM CLI.

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Flipboard

SEPTEMBER 4, 2023

Switching gears, imagine yourself being part of a high-tech research lab working with Machine Learning algorithms. Alternative NVIDIA NGC Container Image here ) Python The container runtime for Python sets up a Debian Linux instance with Python pre-installed. What Are Containers? Follow along! Join the Newsletter!

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Machine Learning Machine Learning Deep Learning Deep Learning 148

Ocean Protocol

MARCH 1, 2023

Have you invented some cool new AI algorithm and want to monetize it? It’s a Python library to privately & securely publish, exchange, and consume data. Publish data services: downloadable files or compute-to-data. is a Python library on pypi as ocean-lib. works on modern versions of Python: from version 3.8.5

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Python Algorithm Data Scientist AI 75

AWS Machine Learning Blog

OCTOBER 10, 2023

Challenges in FL You can address the following challenges using algorithms running at FL servers and clients in a common FL architecture: Data heterogeneity – FL clients’ local data can vary (i.e., Despite these challenges of FL algorithms, it is critical to build a secure architecture that provides end-to-end FL operations.

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IBM Data Science in Practice

APRIL 9, 2024

You can follow command below to download the data. Use the Milvus client library (Python, Java, etc.) Flexibility: Milvus supports various distance metrics and indexing algorithms, allowing you to customize the search based on your specific needs. Building the Image Search Pipeline 1. JPEG' 3.

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AWS Machine Learning Blog

OCTOBER 5, 2023

First, download the Llama 2 model and training datasets and preprocess them using the Llama 2 tokenizer. For example, to use the RedPajama dataset, use the following command: wget [link] python nemo/scripts/nlp_language_modeling/preprocess_data_for_megatron.py He focuses on developing scalable machine learning algorithms.

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AWS Machine Learning Machine Learning Deep Learning 115

Mlearning.ai

JUNE 6, 2023

In today’s blog, we will see some very interesting Python Machine Learning projects with source code. This is one of the best Machine learning projects in Python. Doctor-Patient Appointment System in Python using Flask Hey guys, in this blog we will see a Doctor-Patient Appointment System for Hospitals built in Python using Flask.

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Machine Learning Machine Learning Python Deep Learning 52

AWS Machine Learning Blog

MAY 30, 2023

With SageMaker training jobs, you can bring your own algorithm or choose from more than 25 built-in algorithms. When an On-Demand job is launched, it goes through five phases: Starting, Downloading, Training, Uploading, and Completed. From a pricing perspective, you are charged for Downloading, Training, and Uploading phases.

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ODSC - Open Data Science

JUNE 5, 2023

Be sure to check out his talk, “ Space Science with Python — Enabling Citizen Scientists ,” there! Thankfully, as enthusiastic coders, we have THE major astronomy and space science tool to work on all these data, theories, and insights: Python ! Both kernels can be either downloaded from the NASA or ESA repository.

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Python Machine Learning Machine Learning Data Science 85

Dataconomy

DECEMBER 25, 2023

AI Christmas Photo generators utilize advanced algorithms to transform regular photos into festive-themed images, adding Santa hats, snowflakes, and other holiday elements (Generated for this article with Midjourney) Check out our Midjourney guide for detailed information. Adjust the sizes, positions, and effects until you’re satisfied.

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AI AI Artificial Intelligence Artificial Intelligence 184

Flipboard

AUGUST 21, 2023

Jump Right To The Downloads Section People Counter on OAK Introduction People counting is a cutting-edge application within computer vision, focusing on accurately determining the number of individuals in a particular area or moving in specific directions, such as “entering” or “exiting.” Looking for the source code to this post?

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Python Deep Learning Deep Learning Algorithm 123

Dataconomy

JULY 27, 2023

ComfyUI is a powerful and easy-to-use graphical user interface for Stable Diffusion, a type of generative art algorithm. You can take a look at its GitHub page to have a better understanding and download. It is powerful, easy to use, and free to download. Simply download, extract with 7-Zip, and run ComfyUI.

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Python Algorithm Artificial Intelligence Artificial Intelligence 91

Dataconomy

MAY 8, 2023

AI drawing generators use machine learning algorithms to produce artwork What is AI drawing? You might think of AI drawing as a generative art where the artist combines data and algorithms to create something completely new. The language model for Stable Diffusion is a transformer, and it is implemented in Python.

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AI AI Artificial Intelligence Artificial Intelligence 194

Towards AI

JANUARY 30, 2023

Additionally, YOLOv8 supports the latest computer vision algorithms, including instance segmentation, which allows for the detection of multiple objects in an image. Python-3.8.16 But before that, we first need to download the validation dataset, which is coco2017. Alternatively, you can do %pip install ultralytics==8.0.3

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Algorithm Deep Learning Deep Learning Python 68

AWS Machine Learning Blog

MARCH 13, 2024

JumpStart is the machine learning (ML) hub of SageMaker that provides access to foundation models in addition to built-in algorithms and end-to-end solution templates to help you quickly get started with ML. Now, you can use Gemma 2B and Gemma 7B pretrained and instruction-tuned models within SageMaker JumpStart.

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Machine Learning Machine Learning Algorithm Python 120