PyImageSearch

AUGUST 5, 2024

One such probabilistic model that has gained significant attention is the “BM25” (Best Match 25) algorithm. The BM25 algorithm, with its probabilistic foundation, offers a more sophisticated and effective approach, making it a compelling topic of exploration. It is based on the probabilistic retrieval framework.

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Algorithm Python Machine Learning Machine Learning 72

Dataconomy

JANUARY 30, 2024

This powerhouse can write code in various languages (Python, C++, Java, PHP) from natural language prompts or existing code snippets, doing so with unprecedented speed, accuracy, and quality. Code Llama 70B can generate code in various programming languages, including Python, C++, Java, and PHP ( Image credit ) What is Code Llama 70B?

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AI Python AI Data Analysis 127

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

Towards AI

NOVEMBER 2, 2024

The library offers many pre-trained models and state-of-the-art algorithms, making it a popular choice among machine learning engineers and researchers. This is a Python file responsible for loading the model into memory and managing the entire inference pipeline, including preprocessing, inference, and postprocessing.

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Machine Learning Machine Learning ML ML 105

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 128

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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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 110

AWS Machine Learning Blog

DECEMBER 9, 2024

For example, you can give users access permission to download popular packages and customize the development environment. AWS CodeArtifact , which provides a private PyPI repository so that SageMaker can use it to download necessary packages. The scenario is using the XGBoost algorithm to train a binary classification model.

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AWS ML ML Data Scientist 90

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

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 118

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)

Supervised Learning 91

Supervised Learning Algorithm Natural Language Processing AWS 91

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

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

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

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

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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Python Algorithm Azure 130

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 ML ML 130

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. It’s essential to review and adhere to the applicable license terms before downloading or using these models to make sure they’re suitable for your intended use case. Vision models. You can access the Meta Llama 3.2

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ML ML Python AWS 104

phData

NOVEMBER 28, 2024

in a 2D space based on the machine learning algorithm used. However, in the real world, the embedding algorithms will generate a vector of hundreds of dimensions (as opposed to 2 dimensions in the above diagram) for any given input text. For example, a vector embedding of the word cat can be = [0.5, -0.4]

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Python Database SQL Machine Learning 52

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

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 131

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 98

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 Algorithm ML ML 124

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

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 118

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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Artificial Intelligence Artificial Intelligence AI AI 195

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

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.

Python 52

Python K-nearest Neighbors Data Science Data Visualization 52

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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AWS AI AI ML 118

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 152

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 121

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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AWS ML ML Algorithm 115

Towards AI

JULY 24, 2024

Problem Statement In this experiment, I will build a Multi-Hop Question-Answering chatbot using Indexify, OpenAI, and DSPy (a Declarative Sequencing Python framework). DSPy DSPy is a framework for algorithmically optimizing Language Model prompts instead of manually prompting. OpenAI We will be using OpenAI’s API to generate responses.

Natural Language Processing 105

Natural Language Processing Machine Learning Machine Learning Database 105

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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Deep Learning Deep Learning Database Data Preparation 130

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.

Machine Learning 52

Machine Learning Machine Learning Python Deep Learning 52

AWS Machine Learning Blog

FEBRUARY 21, 2025

We use DSPy (Declarative Self-improving Python) to demonstrate the workflow of Retrieval Augmented Generation (RAG) optimization, LLM fine-tuning and evaluation, and human preference alignment for performance improvement. Evaluation and continuous learning The model customization and preference alignment is not a one-time effort.

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AI AI AWS Data Scientist 81