Data Science Current

Top 11 Model Deployment and Serving Tools

Analytics Vidhya

APRIL 13, 2024

This is where model deployment and serving tools come into play. By […] The post Top 11 Model Deployment and Serving Tools appeared first on Analytics Vidhya. Introduction Machine learning models hold immense potential, but they need to be effectively integrated into real-world applications to unlock their true value.

Machine Learning

Machine Learning Machine Learning Analytics Analytics

Announcing the General Availability of Databricks Feature Serving

databricks

MARCH 11, 2024

Today, we are excited to announce the general availability of Feature Serving. Features play a pivotal role in AI Applications, typically requiring considerable.

AI

AI AI ML ML

Introducing Mixtral 8x7B with Databricks Model Serving

databricks

DECEMBER 21, 2023

Today, Databricks is excited to announce support for Mixtral 8x7B in Model Serving. Mixtral 8x7B is a sparse Mixture of Experts (MoE) open.

Webinars

How to Optimize the Developer Experience for Monumental Impact

Generative AI Deep Dive: Advancing from Proof of Concept to Production

Understanding User Needs and Satisfying Them

Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You Need to Know

Leading the Development of Profitable and Sustainable Products

MORE WEBINARS

Accelerate GenAI App Development with New Updates to Databricks Model Serving

databricks

MAY 9, 2024

Last year, we launched foundation model support in Databricks Model Serving to enable enterprises to build secure and custom GenAI apps on a.

ML

ML ML Data Science Machine Learning

2021 State of Analytics: Why Users Demand Better

The expectation to do more with their data becomes a moving target for them and the applications that serve them. As organizations become more data driven, their analytics requirements grow. To stand up to the challenge, applications must evolve to accommodate their users and ensure their success. But what do users really want?

Analytics

Deploy Private LLMs using Databricks Model Serving

databricks

SEPTEMBER 28, 2023

We are excited to announce public preview of GPU and LLM optimization support for Databricks Model Serving! With this launch, you can deploy.

ML

ML ML Data Science

TensorFlow Serving: Deploying Deep Learning Models Just Got Easier!

Analytics Vidhya

MARCH 2, 2020

Learn about deploying deep learning models using TensorFlow Serving How to handle post-deployment challenges like swapping between different versions of models using TensorFlow Serving. The post TensorFlow Serving: Deploying Deep Learning Models Just Got Easier! appeared first on Analytics Vidhya.

Deep Learning

Deep Learning Deep Learning Analytics Analytics

Serve Watson NLP Models Using Knative Serving

IBM Data Science in Practice

MARCH 13, 2023

This tutorial walks you through the steps to serve pretrained Watson NLP models using Knative Serving in a Red Hat OpenShift cluster. Knative Serving is an Open-Source Enterprise-level solution to build Serverless and Event Driven Applications in Kubernetes / OpenShift cluster.

Clustering

Clustering Natural Language Processing Data Science AI

Roku looks into serving you ads on whatever you plug into its TVs

Hacker News

APRIL 5, 2024

Roku has filed a patent to be able to serve you ads even though you're watching a show or playing a game through a third-party streaming device or console.

Accelerated DBRX Inference on Mosaic AI Model Serving

databricks

APRIL 16, 2024

Introduction In this blog post we dive into inference with DBRX, the open state-of-the-art large language model (LLM) created by Databricks (see Introducing.

AI

AI AI ML ML

Serving Quantized LLMs on NVIDIA H100 Tensor Core GPUs

databricks

JANUARY 30, 2024

Quantization is a technique for making machine learning models smaller and faster. We quantize Llama2-70B-Chat, producing an equivalent-quality model that generates 2.2x

Machine Learning

Machine Learning Machine Learning AI AI

S-LoRA: Serving Concurrent LoRA Adapters

Hacker News

DECEMBER 14, 2023

S-LoRA: Serving Thousands of Concurrent LoRA Adapters - GitHub - S-LoRA/S-LoRA: S-LoRA: Serving Thousands of Concurrent LoRA Adapters

Efficient Memory Management for Large Language Model Serving with PagedAttention

Hacker News

SEPTEMBER 14, 2023

High throughput serving of large language models (LLMs) requires batching sufficiently many requests at a time. On top of it, we build vLLM, an LLM serving system that achieves (1) near-zero waste in KV cache memory and (2) flexible sharing of KV cache within and across requests to further reduce memory usage.

Algorithm

Growing and Serving Large Open-domain Knowledge Graphs

Machine Learning Research at Apple

JUNE 1, 2023

In this paper, we present extensions to Saga our platform for continuous construction and serving of knowledge at scale. *= Equal Contributors Applications of large open-domain knowledge graphs (KGs) to real-world problems pose many unique challenges.

Top 7 Model Deployment and Serving Tools

KDnuggets

APRIL 5, 2024

Learn about the top tools and frameworks that can simplify deploying large machine learning models in production and generate business value.

Machine Learning

Machine Learning Machine Learning

High-Speed Large Language Model Serving on PCs with Consumer-Grade GPUs

Hacker News

DECEMBER 20, 2023

High-speed Large Language Model Serving on PCs with Consumer-grade GPUs - GitHub - SJTU-IPADS/PowerInfer: High-speed Large Language Model Serving on PCs with Consumer-grade GPUs

Performance Testing ML Serving APIs With Locust

Analytics Vidhya

JUNE 7, 2021

The post Performance Testing ML Serving APIs With Locust appeared first on Analytics Vidhya. ArticleVideo Book “Just as athletes can’t win without a sophisticated mixture of strategy, form, attitude, tactics, and speed, performance engineering requires a good collection.

ML

ML ML Analytics Analytics

Serving the web with 6 lines of Rust

Hacker News

DECEMBER 25, 2023

How to leverage the Rocket web framework to serve a vanilla HTML/CSS/JavaScript site.

Serving Astro with Rust

Hacker News

MARCH 10, 2024

I wanted to turn one of my side projects into a statically generated website. But the backend was written in Rust. So I decided to combine them.

Efficiently Serving Open Source LLMs

Becoming Human

AUGUST 15, 2023

This article explains my personal experiences using 6 common methods for serving open source LLMs: AWS Sage Maker, Hugging Face… Continue reading on Becoming Human: Artificial Intelligence Magazine »

Artificial Intelligence

Artificial Intelligence Artificial Intelligence AWS Deep Learning

High-Scale AI/ML Feature Serving at Low Cost with Caching

Hacker News

DECEMBER 5, 2023

Learn the different use cases for caching features and see how the Tecton Serving Cache works in this blog post.

ML

ML ML AI AI

Get Started with Serving Watson NLP Models

IBM Data Science in Practice

DECEMBER 7, 2022

This article will take you through the steps to start serving Watson NLP models using standalone containers. The idea is to build a container image that includes both the models to be served, as well as the runtime that serves the models. This is a flexible approach to serving NLP models, since these containers can run anywhere.

Clustering

Clustering AI AI AWS

Google Chrome just rolled out a new way to track you and serve ads

Hacker News

SEPTEMBER 11, 2023

Google is paving the way to serve you ads based directly on your browsing history, instead of cookies.

Announcing General Availability of Databricks Model Serving

databricks

MARCH 6, 2023

ML Virtual Event Enabling Production ML at Scale With Lakehouse March 14, 9 AM PDT / 4 PM GMT Register Now We are.

ML

ML ML

Show HN: Nano-web, a low latency one binary webserver designed for serving SPAs

Hacker News

MARCH 25, 2024

Hyper-minimal low-latency webserver for serving SPAs and static content based on fasthttp. radiosilence/nano-web

Serving my blog posts as Linux manual pages

Hacker News

FEBRUARY 29, 2024

Intended audience: You are likely to enjoy this post the most if you are interested in Linux and/or Linux manual pages, or if you enjoy reading about esoteric programming projects.

Tiny Baroque Prints Once Served as Edible Prayers

Hacker News

JANUARY 20, 2024

We have very few remaining examples of the peculiar genre of Baroque-era prints known as Schluckbildchen. That’s because most of them have been eaten.

A Framework For Efficiently Serving Your Large Language Models

Towards AI

AUGUST 19, 2023

Serve your large language models just like you would using OpenAI API but at no cost This member-only story is on us. Last Updated on August 20, 2023 by Editorial Team Author(s): Zoumana Keita Originally published on Towards AI. Upgrade to access all of Medium.

Machine Learning

Machine Learning Machine Learning AI AI

Self-Serve Advanced Analytics Offers a Collaborative, Empowered Environment

Dataversity

SEPTEMBER 17, 2021

The post Self-Serve Advanced Analytics Offers a Collaborative, Empowered Environment appeared first on DATAVERSITY. In fact, 48% of small and medium-sized enterprise (SME) CIOs responding to a Gartner survey revealed that business intelligence (BI), data, and analytics is one […].

Analytics

Analytics Analytics Business Intelligence Business Intelligence

Serve machine learning models with FastAPI

Mlearning.ai

AUGUST 18, 2023

A guide to serving a machine learning model via APIs with as FastAPI, Pydantic, and Sklearn Continue reading on MLearning.ai »

Machine Learning

Machine Learning Machine Learning ML ML

Welcome Rubicon to Databricks: The Future of AI Storage and Serving Systems

databricks

JUNE 13, 2023

We are incredibly excited to announce that the team behind Rubicon is joining Databricks. Founded by large scale infrastructure builders, Akhil Gupta and.

AI

AI AI

Swift sucks at web serving or does it?

Hacker News

MAY 15, 2024

Comments (..)

Serving a PyTorch Model with FastAPI and Docker

Towards AI

NOVEMBER 17, 2023

Last Updated on November 18, 2023 by Editorial Team Author(s): Marcello Politi Originally published on Towards AI. Learn how to develop a complete Machine Learning ServicePhoto by SpaceX on Unsplash Working on personal Machine/Deep Learning projects is very enjoyable.

Deep Learning

Deep Learning Deep Learning Machine Learning Machine Learning

How Data Science is Serving Passengers at Lufthansa

Dataconomy

OCTOBER 30, 2017

The post How Data Science is Serving Passengers at Lufthansa appeared first on Dataconomy. The subsidiary company I work for is called “Lufthansa Industry Solutions” (LHIND for short). As well as dealing with the exciting challenges faced by the airline industry within the Lufthansa Group, we.

Data Science

Where restaurants serve Asian food in the U.S.

FlowingData

JANUARY 18, 2024

You can find Asian restaurants in most places in the United States, but the type of Asian food choices varies. For Pew Research, Sona Shah and Regina Widjaya mapped the distributions of eight major cuisines. Whenever I’m in a new place, I like to check out the Chinese restaurants, because they’re everywhere.

Using Data Technology to Profitability Serve the Unbanked

Dataversity

JANUARY 4, 2021

The post Using Data Technology to Profitability Serve the Unbanked appeared first on DATAVERSITY. Other countries with a greater percentage of unbanked citizens include Indonesia, Pakistan, Nigeria, Mexico, and Bangladesh. Even in the U.S., […].

Database

Database AI AI

Serving Customers with Virtual Reality in the Metaverse

Smart Data Collective

OCTOBER 26, 2023

Generative AI is having a huge impact on the customer service profession. One study estimates that the market for AI in this field will be worth nearly $2.9 billion by 2032. There are a lot of ways that AI is changing the future of the customer service sector. One of the biggest is with virtual reality.

AI

AI AI

Transforming PDF Images into Interactive Dialogues with AI

Analytics Vidhya

MAY 17, 2024

Introduction In our digital era, where information is predominantly shared through electronic formats, PDFs serve as a crucial medium. However, the data within them, especially images, often remain underutilized due to format constraints.

AI

AI AI Analytics Analytics

What’s missing from self-serve BI and what we can do about it

KDnuggets

NOVEMBER 11, 2021

The notion of self-service BI tools caught an expectation that they could provide a magic formula for easily helping everyone understand all the data. But, such an end-result isn't occurring in practice. To identify a better approach, we need to take a step back and determine what problem is actually trying to be solved.

Analytics

Analytics Analytics

How Comet Can Serve Your LLM Project from Pre-Training to Post-Deployment

Heartbeat

JULY 31, 2023

Comet can serve an LLM (Large Language Model) project from pre-training to post-deployment by providing a comprehensive suite of tools and features that help users with every stage of the project and simplifying the process of developing and deploying LLMs. Integrations Integrations are a crucial aspect of any machine learning platform.

Machine Learning

Machine Learning Machine Learning Deep Learning Deep Learning

30 Python Coding Interview Questions for Beginners

Analytics Vidhya

MAY 3, 2024

Introduction Understanding Python coding interview questions is crucial as they serve as a gateway to opportunities in software development and data science careers. Mastering these questions not only showcases problem-solving abilities and Python proficiency but also enhances overall programming skills.

Python

Python Data Science Analytics Analytics

Puzzling prehistoric artifacts served a practical purpose: ropemaking

Hacker News

FEBRUARY 5, 2024

Comments (..)

Mastering Python for Data Science: Beyond the Basics

KDnuggets

MARCH 28, 2024

This article serves as a detailed guide on how to master advanced Python techniques for data science. It covers topics such as efficient data manipulation with Pandas, parallel processing with Python, and how to turn models into web services.

Data Science

Data Science Python

The Ultimate AI Strategy Playbook

KDnuggets

APRIL 30, 2024

This post serves as your go-to playbook for success. Many businesses rush to adopt AI but fail due to poor strategy.

AI

AI AI Artificial Intelligence Artificial Intelligence

Top 11 Model Deployment and Serving Tools

Announcing the General Availability of Databricks Feature Serving

Webinars

Trending Sources

Introducing Mixtral 8x7B with Databricks Model Serving

Webinars

Accelerate GenAI App Development with New Updates to Databricks Model Serving

2021 State of Analytics: Why Users Demand Better

Deploy Private LLMs using Databricks Model Serving

TensorFlow Serving: Deploying Deep Learning Models Just Got Easier!

Serve Watson NLP Models Using Knative Serving

Roku looks into serving you ads on whatever you plug into its TVs

Accelerated DBRX Inference on Mosaic AI Model Serving

Serving Quantized LLMs on NVIDIA H100 Tensor Core GPUs

S-LoRA: Serving Concurrent LoRA Adapters

Efficient Memory Management for Large Language Model Serving with PagedAttention

Growing and Serving Large Open-domain Knowledge Graphs

Top 7 Model Deployment and Serving Tools

High-Speed Large Language Model Serving on PCs with Consumer-Grade GPUs

Performance Testing ML Serving APIs With Locust

Serving the web with 6 lines of Rust

Serving Astro with Rust

Efficiently Serving Open Source LLMs

High-Scale AI/ML Feature Serving at Low Cost with Caching

Get Started with Serving Watson NLP Models

Google Chrome just rolled out a new way to track you and serve ads

Announcing General Availability of Databricks Model Serving

Show HN: Nano-web, a low latency one binary webserver designed for serving SPAs

Serving my blog posts as Linux manual pages

Tiny Baroque Prints Once Served as Edible Prayers

A Framework For Efficiently Serving Your Large Language Models

Self-Serve Advanced Analytics Offers a Collaborative, Empowered Environment

Serve machine learning models with FastAPI

Welcome Rubicon to Databricks: The Future of AI Storage and Serving Systems

Swift sucks at web serving or does it?

Serving a PyTorch Model with FastAPI and Docker

How Data Science is Serving Passengers at Lufthansa

Where restaurants serve Asian food in the U.S.

Using Data Technology to Profitability Serve the Unbanked

Serving Customers with Virtual Reality in the Metaverse

Transforming PDF Images into Interactive Dialogues with AI

What’s missing from self-serve BI and what we can do about it

How Comet Can Serve Your LLM Project from Pre-Training to Post-Deployment

30 Python Coding Interview Questions for Beginners

Puzzling prehistoric artifacts served a practical purpose: ropemaking

Mastering Python for Data Science: Beyond the Basics

The Ultimate AI Strategy Playbook

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