June, 2024

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How to Fix ‘AI’s Original Sin’

O'Reilly on Data

Last month, TheNew York Times claimed that tech giants OpenAI and Google have waded into a copyright gray area by transcribing the vast volume of YouTube videos and using that text as additional training data for their AI models despite terms of service that prohibit such efforts and copyright law that the Times argues places them in dispute. The Times also quoted Meta officials as saying that their models will not be able to keep up unless they follow OpenAI and Google’s lead.

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A Comprehensive Guide on Langchain

Analytics Vidhya

Introduction Large language models (LLMs) have revolutionized natural language processing (NLP), enabling various applications, from conversational assistants to content generation and analysis. However, working with LLMs can be challenging, requiring developers to navigate complex prompting, data integration, and memory management tasks. This is where Langchain comes into play, a powerful open-source Python framework designed to […] The post A Comprehensive Guide on Langchain appeared fir

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Data center design in the age of AI: Integrating AI with legacy Infrastructure

CIO Business Intelligence

In the age of artificial intelligence (AI), how can enterprises evaluate whether their existing data center design can fully employ the modern requirements needed to run AI? There are major considerations as IT leaders develop their AI strategies and evaluate the landscape of their infrastructure. This blog examines: What is considered legacy IT infrastructure?

Strategy 143
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Deploying Machine Learning Models: A Step-by-Step Tutorial

KDnuggets

Image by author Model deployment is the process of trained models being integrated into practical applications. This includes defining the necessary environment, specifying how input data is introduced into the model and the output produced, and the capacity to analyze new data and provide relevant predictions or categorizations.

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The AI Superhero Approach to Product Management

Speaker: Conrado Morlan

In this engaging and witty talk, we’ll explore how artificial intelligence can transform the daily tasks of product managers into streamlined, efficient processes. Using the lens of a superhero narrative, we’ll uncover how AI can be the ultimate sidekick, aiding in decision-making, enhancing productivity, and boosting innovation. Attendees will leave with practical tools and actionable insights, motivated to embrace AI and leverage its potential in their work. 🦸 🏢 Key objectives:

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Why Does ChatGPT Use Only Decoder Architecture?

Analytics Vidhya

Introduction The advent of huge language models in the likes of ChatGPT ushered in a new epoch concerning conversational AI in the rapidly changing world of artificial intelligence. Anthropic’s ChatGPT model, which can engage in human-like dialogues, solve difficult tasks, and provide well thought-out answers that are contextually relevant, has fascinated people all over the […] The post Why Does ChatGPT Use Only Decoder Architecture?

Modeling 359
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How to Build a Multilingual Chatbot using Large Language Models?

Analytics Vidhya

Introduction This article covers the creation of a multilingual chatbot for multilingual areas like India, utilizing large language models. The system improves consumer reach and personalization by using LLMs to translate questions between local languages and English. We go over the architecture, implementation specifics, advantages, and required actions.

Modeling 349

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How to Set Upstream Branch in Git?

Analytics Vidhya

Introduction Git is a powerful distributed version control system used by developers to manage source code changes. Branching, which enables the simultaneous development of different versions of a project, is one of its fundamental characteristics. This article will cover the definition of branches, the value of branching, the function of an upstream branch in Git, […] The post How to Set Upstream Branch in Git?

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Building an Agentic Workflow with CrewAI and Groq

Analytics Vidhya

Introduction “AI Agentic workflow will drive massive progress this year,” commented Andrew Ng, highlighting the significant advancements anticipated in AI. With the growing popularity of large language models, Autonomous Agents are becoming a topic of discussion. In this article, we will explore Autonomous Agents, cover the components of building an Agentic workflow, and discuss the […] The post Building an Agentic Workflow with CrewAI and Groq appeared first on Analytics Vidhy

Modeling 343
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Guide to LLM Observability and Evaluations for RAG Application 

Analytics Vidhya

Introduction In the fast-evolving world of AI, it’s crucial to keep track of your API costs, especially when building LLM-based applications such as Retrieval-Augmented Generation (RAG) pipelines in production. Experimenting with different LLMs to get the best results often involves making numerous API requests to the server, each request incurring a cost.

Analytics 336
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Automating Web Search Using LangChain and Google Search APIs

Analytics Vidhya

Introduction Artificial intelligence is expanding in the modern world because to a multitude of studies and inventions in the field from various startups and organizations. Researchers and innovators are creating a wide range of tools and technology to support the creation of LLM-powered applications. With the aid of AI and NLP innovations like LangChain and […] The post Automating Web Search Using LangChain and Google Search APIs appeared first on Analytics Vidhya.

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Provide Real Value in Your Applications with Data and Analytics

The complexity of financial data, the need for real-time insight, and the demand for user-friendly visualizations can seem daunting when it comes to analytics - but there is an easier way. With Logi Symphony, we aim to turn these challenges into opportunities. Our platform empowers you to seamlessly integrate advanced data analytics, generative AI, data visualization, and pixel-perfect reporting into your applications, transforming raw data into actionable insights.

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Everything About CVPR 2024 – The Biggest Computer Vision Conference of the Year

Analytics Vidhya

Introduction The Conference on Computer Vision and Pattern Recognition (CVPR) is undeniably the leading annual event in its field. As expected, CVPR 2024, held from June 17th to 21st at the Seattle Convention Center, USA, proved to be a resounding success. This year’s conference witnessed a record-breaking number of submissions – a staggering 11,532, reflecting […] The post Everything About CVPR 2024 – The Biggest Computer Vision Conference of the Year appeared first on Analyti

Analytics 326
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Building RAG Application using Cohere Command-R and Rerank – Part 2

Analytics Vidhya

Introduction In the previous article, we experimented with Cohere’s Command-R model and Rerank model to generate responses and rerank doc sources. We have implemented a simple RAG pipeline using them to generate responses to user’s questions on ingested documents. However, what we have implemented is very simple and unsuitable for the general user, as it […] The post Building RAG Application using Cohere Command-R and Rerank – Part 2 appeared first on Analytics Vidhya.

Modeling 343
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Guide to Land Cover Classification using Google Earth Engine

Analytics Vidhya

Introduction Land segmentation is significant in farther detecting and geological data frameworks (GIS) for analyzing and classifying diverse arrive cover sorts in partisan symbolism. This direct will walk you through making a arrive division demonstrate utilizing Google Soil Motor (GEE) and joining it with Python for upgraded usefulness. By the conclusion of this direct, you’ll […] The post Guide to Land Cover Classification using Google Earth Engine appeared first on Analytics Vidh

Analytics 326
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How to Make Stunning Radar Charts in plotly?

Analytics Vidhya

Introduction Radar charts, also referred to as spider plots or star plots, offer a distinctive method for visualizing multivariate data. Unlike traditional cartesian charts, which arrange axes linearly, radar charts position axes radially around a central point. This circular arrangement facilitates the comparison of multiple quantitative variables simultaneously across different categories or dimensions, making radar […] The post How to Make Stunning Radar Charts in plotly?

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Entity Resolution: Your Guide to Deciding Whether to Build It or Buy It

Adding high-quality entity resolution capabilities to enterprise applications, services, data fabrics or data pipelines can be daunting and expensive. Organizations often invest millions of dollars and years of effort to achieve subpar results. This guide will walk you through the requirements and challenges of implementing entity resolution. By the end, you'll understand what to look for, the most common mistakes and pitfalls to avoid, and your options.

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PyTorch vs TensorFlow: Which is Better for Deep Learning?

Analytics Vidhya

Introduction Efficient ML models and frameworks for building or even deploying are the need of the hour after the advent of Machine Learning (ML) and Artificial Intelligence (AI) in various sectors. Although there are several frameworks, PyTorch and TensorFlow emerge as the most famous and commonly used ones. PyTorch and Tensorflow have similar features, integrations, […] The post PyTorch vs TensorFlow: Which is Better for Deep Learning?

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How to Build a LangChain Chatbot with Memory?

Analytics Vidhya

Introduction Chatbots have become an integral part of modern applications, providing users with interactive and engaging experiences. In this guide, we’ll create a chatbot using LangChain, a powerful framework that simplifies the process of working with large language models. Our chatbot will have the following key features: By the end of this article, you’ll have […] The post How to Build a LangChain Chatbot with Memory?

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What Are Foreign Keys in DBMS?

Analytics Vidhya

Introduction Keys are an important part of database management systems (DBMS) like SQL. They help in ensuring data integrity and establishing relationships between tables. Among the different SQL keys, the foreign key is what maintains the relational structure of the database. It links various data points across tables to ensure smooth database operations.

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Efficient LLM Workflows with LangChain Expression Language

Analytics Vidhya

Introduction The advancements in LLM world is growing fast and the next chapter in AI application development is here. LangChain Expression Language (LCEL) isn’t just an upgrade—it’s a game-changer. Initially known for proof-of-concepts, LangChain has rapidly evolved into a powerhouse Python library for LLM interactions. With the introduction of LCEL in August 2023, it’s now […] The post Efficient LLM Workflows with LangChain Expression Language appeared first on Analytic

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Deliver Mission Critical Insights in Real Time with Data & Analytics

In the fast-moving manufacturing sector, delivering mission-critical data insights to empower your end users or customers can be a challenge. Traditional BI tools can be cumbersome and difficult to integrate - but it doesn't have to be this way. Logi Symphony offers a powerful and user-friendly solution, allowing you to seamlessly embed self-service analytics, generative AI, data visualization, and pixel-perfect reporting directly into your applications.

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Revolutionizing Creative Sketch Generation with DCGAN

Analytics Vidhya

Introduction The domain of artificial intelligence has witnessed significant growth and expansion into creative sectors like sketching and doodling. In sketching, conventional AI approaches have mainly concentrated on imitating ordinary and real-life sketches. Still, recent developments in Generative Adversarial Networks (GANs) present an innovative perspective towards creative sketch production.

Analytics 319
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Understanding the xxd Command in Linux

Analytics Vidhya

Introduction Ever needed to examine a file to understand its raw contents, or modify some bytes in a binary file, but were unsure how to proceed? This is where the xxd command proves invaluable. xxd is a handy utility available on most Linux systems that enables you to generate a hexadecimal representation of a file […] The post Understanding the xxd Command in Linux appeared first on Analytics Vidhya.

Analytics 317
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SQL DELETE Statement

Analytics Vidhya

Introduction If you are someone who handles databases at work, I’m sure you use SQL a lot. Doesn’t SQL make it a breeze to work with and edit the contents of large databases? With so many built-in functions for all kinds of queries, SQL is a must-know tool for all data scientists and data analysts. […] The post SQL DELETE Statement appeared first on Analytics Vidhya.

Analytics 315
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Standard Deviation in Excel and Sheets

Analytics Vidhya

Introduction If you have been working with data, I’m sure you use Microsoft Excel or Google Sheets on a daily basis. These tools make data storage and organization so easy, that they’ve become indispensable for data analysts, finance professionals, and even students. The best part of using these programs is the built-in functions they have, […] The post Standard Deviation in Excel and Sheets appeared first on Analytics Vidhya.

Finance 319
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Generative AI Deep Dive: Advancing from Proof of Concept to Production

Speaker: Maher Hanafi, VP of Engineering at Betterworks & Tony Karrer, CTO at Aggregage

Executive leaders and board members are pushing their teams to adopt Generative AI to gain a competitive edge, save money, and otherwise take advantage of the promise of this new era of artificial intelligence. There's no question that it is challenging to figure out where to focus and how to advance when it’s a new field that is evolving everyday. 💡 This new webinar featuring Maher Hanafi, VP of Engineering at Betterworks, will explore a practical framework to transform Generative AI pr

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Understanding Parameters and Hyperparameters

Analytics Vidhya

Introduction An introduction to machine learning (ML) or deep learning (DL) involves understanding two basic concepts: parameters and hyperparameters. When I came across these terms for the first time, I was confused because they were new to me. If you’re reading this, I assume you are in a similar situation too. So let’s explore and […] The post Understanding Parameters and Hyperparameters appeared first on Analytics Vidhya.

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What is CONTAINS in SQL?

Analytics Vidhya

Introduction In SQL and database management, efficiently querying and retrieving data is paramount. Among the various tools and functions available, the CONTAINS function stands out for its capability to perform full-text searches within text columns. Unlike basic string functions, CONTAINS enables complex queries and patterns, making it a powerful asset for developers and database administrators. […] The post What is CONTAINS in SQL?

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Implementation of Depth First Search (DFS) Algorithm in Python

Analytics Vidhya

Introduction In depth-first search (DFS), all nodes are explored along some branch and backtracked. Think of it as being in a maze: DFS goes down one path until it reaches a dead-end before retracing its steps to take another, right? It is the same as going down, validating the tunnel, and so on for all […] The post Implementation of Depth First Search (DFS) Algorithm in Python appeared first on Analytics Vidhya.

Analytics 327
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What is Regression Analysis?

Analytics Vidhya

Introduction A fundamental component of statistical technique, regression analysis is essential for examining and measuring connections between variables. Its uses are numerous and diverse, from forecasting financial trends to evaluating medical results. This in-depth manual explores the essence of regression analysis, explaining its various kinds, applications, and underlying concepts.

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Using Data & Analytics for Improving Healthcare Innovation and Outcomes

In the rapidly evolving healthcare industry, delivering data insights to end users or customers can be a significant challenge for product managers, product owners, and application team developers. The complexity of healthcare data, the need for real-time analytics, and the demand for user-friendly interfaces can often seem overwhelming. But with Logi Symphony, these challenges become opportunities.

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SQL ALTER TABLE Statement

Analytics Vidhya

Introduction ALTER command is one of the most important SQL functions to know for database manipulation and management. This Data Definition Language (DDL) command can alter existing tables by adding, removing, or updating columns, constraints, and indexes. We’ll look at different ways to use the ALTER command to highlight its flexibility. In addition, ALTER TABLE […] The post SQL ALTER TABLE Statement appeared first on Analytics Vidhya.

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11 Ways to Merge Tables in SQL

Analytics Vidhya

Introduction Ever wonder how to get a complete picture of your company from different databases? SQL can help! Merging data from tables is like putting puzzle pieces together. This lets you analyze and report on all your information at once. In this article, we’ll explore how to use SQL queries like JOIN, UNION, etc. Overview Let’s dive […] The post 11 Ways to Merge Tables in SQL appeared first on Analytics Vidhya.

Reporting 318
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SQL SELECT: Syntax, Use Cases, and Implementation

Analytics Vidhya

Introduction SQL is an essential tool to know for anybody working with data. It comes with a range of functions that make querying in databases, a breeze. In this article, we are going to see one of the fundamentals of SQL, the SELECT statement. This function helps in retrieving data from one or more tables. […] The post SQL SELECT: Syntax, Use Cases, and Implementation appeared first on Analytics Vidhya.

Analytics 317
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12 RAG Pain Points and their Solutions

Analytics Vidhya

Introduction Retrieval-Augmented Generation (RAG) is a dominant force in the NLP field, using the combinative power of large language models and external knowledge retrieval. The RAG system has both advantages and disadvantages. In fact, it provides a wealth of dynamic, amply up-to-date content while the contents of all the pieces are less likely to be […] The post 12 RAG Pain Points and their Solutions appeared first on Analytics Vidhya.

Modeling 312
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Leading the Development of Profitable and Sustainable Products

Speaker: Jason Tanner

While growth of software-enabled solutions generates momentum, growth alone is not enough to ensure sustainability. The probability of success dramatically improves with early planning for profitability. A sustainable business model contains a system of interrelated choices made not once but over time. Join this webinar for an iterative approach to ensuring solution, economic and relationship sustainability.