Sat.Dec 14, 2024 - Fri.Dec 20, 2024

article thumbnail

GenAI Ops Roadmap: Your Path to Master LLMOps and AgentOps

Analytics Vidhya

To truly become an expert in GenAI Ops, the key is not just knowing what to learn, but how to learn it and apply it effectively. The journey begins with gaining a broad understanding of foundational concepts such as prompt engineering, Retrieval-Augmented Generation (RAG), and AI agents. However, your focus should gradually shift to mastering […] The post GenAI Ops Roadmap: Your Path to Master LLMOps and AgentOps appeared first on Analytics Vidhya.

Analytics 225
article thumbnail

What Data-Driven Businesses Must Do Recover Data

Smart Data Collective

Data-driven businesses need to make hard drive data recovery options part of their data loss strategy.

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

6 Ways to Improve Your Predictive Models in Data Science

KDnuggets

Whether you aim for building the perfect image classifier, sales predictor, or price estimator, these six pracitcal tips and insights will help you get there!

article thumbnail

Summarizing Books as Podcasts

O'Reilly on Data

Like just about everyone, we were impressed by the ability of NotebookLM to generate podcasts: Two virtual people holding a discussion. You can give it some links, and it will generate a podcast based on the links. The podcasts were interesting and engaging. But they also had some limitations. The problem with NotebookLM is that, while you can give it a prompt, it largely does what its going to do.

Software 147
article thumbnail

Apache Airflow®: The Ultimate Guide to DAG Writing

Speaker: Tamara Fingerlin, Developer Advocate

In this new webinar, Tamara Fingerlin, Developer Advocate, will walk you through many Airflow best practices and advanced features that can help you make your pipelines more manageable, adaptive, and robust. She'll focus on how to write best-in-class Airflow DAGs using the latest Airflow features like dynamic task mapping and data-driven scheduling!

article thumbnail

Guide to Securing API Keys in Google Colab

Analytics Vidhya

Working with APIs in Google Colab is a common practice for data scientists, researchers, and developers. However, handling API keys, which are essentially passwords granting access to these services, requires careful consideration. Directly embedding API keys in your code or storing them as plain environment variables within your Colab notebooks poses significant security risks.

Risk 176
article thumbnail

What is data architecture? A framework to manage data

CIO Business Intelligence

Data architecture definition Data architecture describes the structure of an organizations logical and physical data assets, and data management resources, according to The Open Group Architecture Framework (TOGAF). Its an offshoot of enterprise architecture that comprises the models, policies, rules, and standards that govern the collection, storage, arrangement, integration, and use of data in organizations.

More Trending

article thumbnail

Summary of the Gartner Presentation: “How Can You Leverage Technologies to Solve Data Quality Challenges?”

DataKitchen

The Gartner presentation, How Can You Leverage Technologies to Solve Data Quality Challenges? by Melody Chien, underscores the critical role of data quality in modern business operations. High-quality data is the blood that sustains the organizational value chainimpacting everything from logistics to services, sales, and marketing. Poor data quality, on average, costs organizations $12.9 million annually , or 7% of their total revenue.

article thumbnail

News Classification by Fine-tuning Small Language Model

Analytics Vidhya

Small Language Models (SLMs) are compact, efficient versions of large language models (LLMs) with fewer than 10 billion parameters. They are designed to reduce computational costs, energy usage, and latency while maintaining targeted performance. SLMs are ideal for resource-constrained environments like edge computing and real-time applications. By focusing on specific tasks and utilizing smaller datasets, […] The post News Classification by Fine-tuning Small Language Model appeared first

Modeling 208
article thumbnail

United Airlines sets its flight plan for gen AI success

CIO Business Intelligence

CIO Jason Birnbaum has ambitious plans for generative AI at United Airlines. With the core architectural backbone of the airlines gen AI roadmap in place, including United Data Hub and an AI and ML platform dubbed Mars, Birnbaum has released a handful of models into production use for employees and customers alike. Chief among these is United ChatGPT for secure employee experimental use and an external-facing LLM that better informs customers about flight delays, known as Every Flight Has a Stor

IT 89
article thumbnail

Introducing a new unified data connection experience with Amazon SageMaker Lakehouse unified data connectivity

AWS Big Data

The need to integrate diverse data sources has grown exponentially, but there are several common challenges when integrating and analyzing data from multiple sources, services, and applications. First, you need to create and maintain independent connections to the same data source for different services. Second, the data connectivity experience is inconsistent across different services.

article thumbnail

Optimizing The Modern Developer Experience with Coder

Many software teams have migrated their testing and production workloads to the cloud, yet development environments often remain tied to outdated local setups, limiting efficiency and growth. This is where Coder comes in. In our 101 Coder webinar, you’ll explore how cloud-based development environments can unlock new levels of productivity. Discover how to transition from local setups to a secure, cloud-powered ecosystem with ease.

article thumbnail

How to Get Addicted to Machine Learning

KDnuggets

A simple guide for getting hooked to machine learning and building a successful career in the field.

article thumbnail

Level-up your AI Development with OpenAI o1

Analytics Vidhya

Imagine having an AI tool that not only understands your complex queries but also reasons through them like a seasoned expert. OpenAI o1 is here to revolutionize how developers interact with AI, offering unparalleled reasoning capabilities, real-time audio integration, and enhanced customization options. With features like a massive 200K-token context window and developer-friendly SDKs, o1 […] The post Level-up your AI Development with OpenAI o1 appeared first on Analytics Vidhya.

article thumbnail

“여보세요? 챗GPT니?”··· 오픈AI, 전화 및 왓츠앱으로 챗GPT와 소통하는 길 열어

CIO Business Intelligence

1-800-ChatGPT GPT . , ? , GPT . , . AI . , GPT . , , , GPT . 2023 10 , GPT AI . AI GPT . GPT , IT GPT . AI , , AI (Artificial General Intelligence, AGI) , . GPT . jihyun.lee@foundryco.

IT 98
article thumbnail

How DeNA Co., Ltd. accelerated anonymized data quality tests up to 100 times faster using Amazon Redshift Serverless and dbt

AWS Big Data

This blog was co-authored by DeNA Co., Ltd. and Amazon Web Services Japan. DeNA Co., Ltd. (DeNA) engages in a variety of businesses, from games and live communities to sports & the community and healthcare & medical, under our mission to delight people beyond their wildest dreams. Among these, the healthcare & medical business handles particularly sensitive data.

article thumbnail

15 Modern Use Cases for Enterprise Business Intelligence

Large enterprises face unique challenges in optimizing their Business Intelligence (BI) output due to the sheer scale and complexity of their operations. Unlike smaller organizations, where basic BI features and simple dashboards might suffice, enterprises must manage vast amounts of data from diverse sources. What are the top modern BI use cases for enterprise businesses to help you get a leg up on the competition?

article thumbnail

Multimodal RAG Implementation with Hugging Face

KDnuggets

Learn how to enhance RAG models by combining text and visual inputs using Hugging Face Transformers.

article thumbnail

Exploring Meta’s Segment Anything Model (SAM) For Medical Imaging

Analytics Vidhya

Metas Segment Anything Model (SAM) has demonstrated its ability to detect objects in different areas of an image. This models architecture is flexible, and users can guide it with various prompts. During training, it could segment objects that were not in its dataset. These features make this model a highly effective tool for detecting and […] The post Exploring Metas Segment Anything Model (SAM) For Medical Imaging appeared first on Analytics Vidhya.

Modeling 176
article thumbnail

銀行はデジタル効率化のためにAIに賭ける

CIO Business Intelligence

Publicis SapiensAI 2024 10003132%AIAI42 AI3AIAI 3 AI 5361 55AI 49%AI AI420221125766 1232 2 AI AI AIAIAI44%AI25% 84%AI70 AIPublicis SapientDACH AI

92
article thumbnail

Recap of Amazon Redshift key product announcements in 2024

AWS Big Data

Amazon Redshift , launched in 2013, has undergone significant evolution since its inception, allowing customers to expand the horizons of data warehousing and SQL analytics. Today, Amazon Redshift is used by customers across all industries for a variety of use cases, including data warehouse migration and modernization, near real-time analytics, self-service analytics, data lake analytics, machine learning (ML), and data monetization.

article thumbnail

8 Steps to Transformation at Speed & Scale – Your Guide to Deploying StratOps

📌Is your Data & AI transformation struggling to really impact the business? Discover the game-changing StratOps approach that: Bridges the Gap : Connect your Data & AI strategy to your operating model, to ensure alignment at every level. Prioritizes Outcomes : Focuses on concrete business outcomes from day one, rather than capabilities in isolation.

article thumbnail

HuggingChat is the One LLM App You Shouldn’t Overlook

KDnuggets

Check out this excellent chat tool you may not know about.

82
article thumbnail

GPT 4o vs Indic LLMs: Who will Win the Language War?

Analytics Vidhya

GPT-4o has set the bar high in the world of language models, taking text generation and summarization to an entirely new level with its incredible versatility and vast knowledge. However, as our world becomes more diverse, the need for models that can truly grasp regional languages is growingespecially for Indic languages like Hindi, Bengali, Tamil, […] The post GPT 4o vs Indic LLMs: Who will Win the Language War?

Modeling 185
article thumbnail

Cómo los CIO resilientes se preparan para el futuro y mitigan los riesgos

CIO Business Intelligence

Este ao surgieron riesgos derivados de la inteligencia artificial , interrupciones catastrficas como el incidente de CrowdStrike y la superacin de las fragilidades de la cadena de suministro de software , as como el riesgo de que los ciberataques y la computacin cuntica rompan los algoritmos de cifrado ms avanzados de la actualidad. En el clima incierto actual, todas las empresas, independientemente de su tamao, son propensas a sufrir interrupciones.

article thumbnail

Introducing the new Amazon Kinesis source connector for Apache Flink

AWS Big Data

On November 11, 2024, the Apache Flink community released a new version of AWS services connectors, an AWS open source contribution. This new release, version 5.0.0, introduces a new source connector to read data from Amazon Kinesis Data Streams. In this post, we explain how the new features of this connector can improve performance and reliability of your Apache Flink application.

article thumbnail

Prepare Now: 2025s Must-Know Trends For Product And Data Leaders

Speaker: Jay Allardyce, Deepak Vittal, Terrence Sheflin, and Mahyar Ghasemali

As we look ahead to 2025, business intelligence and data analytics are set to play pivotal roles in shaping success. Organizations are already starting to face a host of transformative trends as the year comes to a close, including the integration of AI in data analytics, an increased emphasis on real-time data insights, and the growing importance of user experience in BI solutions.

article thumbnail

Google’s Illuminate AI: A New Way to Create Your Own AI-Generated Podcasts

KDnuggets

See how to revolutionize how you bring stories to life with AI.

85
article thumbnail

OpenAI Swarm: A Hands-On Guide to Multi-Agent Systems

Analytics Vidhya

OpenAI Swarm – launched in 2024, is an experimental framework designed to simplify the orchestration of multi-agent systems for developers. It aims to streamline the coordination of AI agents through scalable and user-friendly mechanisms, making it easier to manage interactions within complex workflows. As an open-source project available on GitHub, Swarm offers developers the opportunity […] The post OpenAI Swarm: A Hands-On Guide to Multi-Agent Systems appeared first on Analytics V

article thumbnail

Transformando la distribución: cómo Ingram Micro se está convirtiendo en una empresa de plataforma

CIO Business Intelligence

Sanjib Sahoo, vicepresidente ejecutivo de Tecnologa Global y director de Desarrollo de la empresa distribuidora de tecnologa Ingram Micro, atribuye el mrito a la enorme transformacin de la empresa a un modelo basado en el valor, un cambio de mentalidad que prioriza los resultados sobre la actividad y el reconocimiento de que la humanidad se encuentra en el corazn del liderazgo del cambio.

article thumbnail

Top 6 game changers from AWS that redefine streaming data

AWS Big Data

Recently, AWS introduced over 50 new capabilities across its streaming services, significantly enhancing performance, scale, and cost-efficiency. Some of these innovations have tripled performance, provided 20 times faster scaling, and reduced failure recovery times by up to 90%. We have made it nearly effortless for customers to bring real-time context to AI applications and lakehouses.

article thumbnail

Improving the Accuracy of Generative AI Systems: A Structured Approach

Speaker: Anindo Banerjea, CTO at Civio & Tony Karrer, CTO at Aggregage

When developing a Gen AI application, one of the most significant challenges is improving accuracy. This can be especially difficult when working with a large data corpus, and as the complexity of the task increases. The number of use cases/corner cases that the system is expected to handle essentially explodes. 💥 Anindo Banerjea is here to showcase his significant experience building AI/ML SaaS applications as he walks us through the current problems his company, Civio, is solving.

article thumbnail

CData recognized in the 2024 Gartner® Magic Quadrant™ for Data Integration Tools

KDnuggets

Get the Full 2024 Gartner Magic Quadrant Data Integration Report.

article thumbnail

ChatGPT Search Launched: Is This the End of Google Search?

Analytics Vidhya

OpenAI is raining Christmas presents almost everyday this December! On Day-8 of their Shipmas event, OpenAI has made ChatGPT Search available to all! This new web search feature which was rolled out to ChatGPTs paid users earlier this year, is now available to all logged-in users of ChatGPT worldwide. Not just that, ChatGPT Search is […] The post ChatGPT Search Launched: Is This the End of Google Search?

Analytics 162
article thumbnail

How will AI agents be priced? CIOs need to pay attention

CIO Business Intelligence

Agentic AI, the more focused alternative to general-purpose generative AI, is gaining momentum in the enterprise, with Forrester having named it a top emerging technology for 2025 in June. Since then, several organizations have begun using the technology , and major vendors such as Salesforce and ServiceNow have offered AI agents to customers. Agentic AI focuses on performing specific tasks and emphasizes operational decision-making instead of the content generation often associated with gen AI

article thumbnail

Amazon Q data integration adds DataFrame support and in-prompt context-aware job creation

AWS Big Data

Amazon Q data integration , introduced in January 2024, allows you to use natural language to author extract, transform, load (ETL) jobs and operations in AWS Glue specific data abstraction DynamicFrame. This post introduces exciting new capabilities for Amazon Q data integration that work together to make ETL development more efficient and intuitive.

article thumbnail

The Cloud Development Environment Adoption Report

Cloud Development Environments (CDEs) are changing how software teams work by moving development to the cloud. Our Cloud Development Environment Adoption Report gathers insights from 223 developers and business leaders, uncovering key trends in CDE adoption. With 66% of large organizations already using CDEs, these platforms are quickly becoming essential to modern development practices.