Analytics Vidhya

NOVEMBER 6, 2024

In our previous article, […] The post Hands-on Guide to Building Multi-Agent Chatbots with Autogen appeared first on Analytics Vidhya. As interactions in various fields become more nuanced, the demand for chatbots that can seamlessly manage multiple participants and complex workflows grows.

Interactive 224

Interactive Management Analytics 224

Analytics Vidhya

NOVEMBER 15, 2024

In this article, we dive into the fascinating world of […] The post Enhancing AI Conversations with LangChain Memory appeared first on Analytics Vidhya. This memory transforms chatbots from simple Q&A machines into sophisticated conversational partners, capable of handling complex topics over multiple interactions.

Interactive 208

Interactive Analytics 208

Analytics Vidhya

NOVEMBER 30, 2024

In this article, we’ll explore how to use Python to generate publication-ready figures and tables. […] The post How to Create Publication-Ready Figures and Tables with Python? appeared first on Analytics Vidhya.

Visualization 220

Visualization Analytics IT 220

Analytics Vidhya

MARCH 12, 2025

In this article, we will explore the evolution of Iceberg, its key features like ACID transactions, partition evolution, and time travel, and how it integrates with modern data lakes. Well also dive into […] The post How to Use Apache Iceberg Tables?

Data Lake 211

Data Lake Analytics IT 211

Analytics Vidhya

NOVEMBER 4, 2024

This article […] The post Flood Risk Assessment Using Digital Elevation and the HAND Models appeared first on Analytics Vidhya. As climate change increases the frequency of extreme weather conditions, such as droughts and floods, contingency planning and risk assessment are becoming increasingly crucial for managing such events.

Risk 208

Risk Modeling Management Analytics 208

Analytics Vidhya

JANUARY 7, 2025

In this article, we will examine how […] The post Fine-tuning an LLM to Write Like You on OpenAI Platform vs Google AI Studio appeared first on Analytics Vidhya. OpenAI and Google AI Studio are two major platforms offering tools for this purpose, each with distinct features and workflows.

Modeling 208

Modeling Analytics 208

Analytics Vidhya

NOVEMBER 21, 2024

This article explores data discretisation’s methodologies, benefits, and applications, offering […] The post What is Discretization in Machine Learning? Discretization is a fundamental preprocessing technique in data analysis and machine learning, bridging the gap between continuous data and methods designed for discrete inputs.

Machine Learning 208

Machine Learning Optimization Analytics IT 208

Analytics Vidhya

NOVEMBER 20, 2024

In this article, we will discuss the Bernoulli distribution in detail. It is crucial to probability theory and a foundational element for more intricate statistical models, ranging from machine learning algorithms to customer behaviour prediction. Read […] The post What is a Bernoulli Distribution? appeared first on Analytics Vidhya.

Statistics 198

Statistics Machine Learning Data Science Modeling 198

Analytics Vidhya

DECEMBER 11, 2024

In this article, we will learn […] The post OpenAI Sora vs RunwayML: Which is Better for Video Creation? We dont know if dear Santa is coming to bear gifts for you all this holiday season, but OpenAI surely is in the mood to come up with new surprises. appeared first on Analytics Vidhya.

Modeling 270

Modeling Analytics IT 270

Analytics Vidhya

JANUARY 15, 2025

This article outlines how to build such a pipeline using: The […] The post Multimodal Financial Report Generation (from a Slide Deck) using Llamaindex appeared first on Analytics Vidhya. In many real-world applications, data is not purely textualit may include images, tables, and charts that help reinforce the narrative.

Reporting 223

Reporting Visualization Analytics 223

Analytics Vidhya

OCTOBER 26, 2024

In this article, we’ll walk you through how to create a multi-agent system using OpenAI’s Swarm framework, designed to handle these exact tasks. Imagine if you could automate the tedious task of analyzing earnings reports, extracting key insights, and making informed recommendations—all without lifting a finger.

Reporting 221

Reporting Analytics 221

Analytics Vidhya

JANUARY 13, 2025

In this article, well walk you through the steps to access and use Phi-4, from creating a Hugging Face account to generating outputs with the model. Microsoft’s Phi-4 model is available on Hugging Face, offering developers a powerful tool for advanced text generation and reasoning tasks.

Optimization 208

Optimization Modeling Analytics IT 208

Analytics Vidhya

NOVEMBER 25, 2024

In this article, we’ll explore how to build a math problem solver chat app using LangChain, Gemma 9b, Llama 3.2 Ever wished you had a personal tutor to help you solve tricky math problems? Vision and Streamlit.

Analytics 208

Analytics 208

Analytics Vidhya

DECEMBER 26, 2024

This article breaks down the concept […] The post What is an Eigenvector and Eigenvalues? Linear algebra is a cornerstone of many advanced mathematical concepts and is extensively used in data science, machine learning, computer vision, and engineering. But what exactly is an eigenvector, and why is it so important?

Machine Learning 208

Machine Learning Data Science Analytics IT 208

Analytics Vidhya

JANUARY 14, 2025

In this article, we will go step by step to build the Agentic RAG […] The post How to Build Agentic RAG with SmolAgents? Building an Agentic Retrieval-Augmented Generation (RAG) system with SmolAgents enables the development of AI agents capable of autonomous decision-making and task execution. appeared first on Analytics Vidhya.

Analytics 208

Analytics 208

Analytics Vidhya

DECEMBER 27, 2024

This article unpacks these concepts with clear explanations and examples. Probability is a cornerstone of statistics and data science, providing a framework to quantify uncertainty and make predictions. Understanding joint, marginal, and conditional probability is critical for analyzing events in both independent and dependent scenarios.

Uncertainty 208

Uncertainty Statistics Measurement Data Science 208

Analytics Vidhya

JANUARY 8, 2025

In this article, we start right at the front with the basics of embeddings, moving on to understand sentence embeddings and vector representations. Vectors are the basis for the majority of the most complex artificial intelligence applications, including semantic search or anomaly detection.

Modeling 208

Modeling Analytics 208

Analytics Vidhya

DECEMBER 22, 2024

This article explores how to implement scraping with LLMs to fetch structured […] The post Web Scraping with LLMs appeared first on Analytics Vidhya. Web scraping has long been a vital technique for extracting information from the internet, enabling developers to gather insights from various domains.

Modeling 205

Modeling Analytics 205

Analytics Vidhya

JANUARY 21, 2025

In this article, we will build an ML model for forecasting and predicting Bitcoin price, using ZenML and MLflow. Don’t know much about Bitcoin or its price fluctuations but want to make investment decisions to make profits? This machine learning model has your back. It can predict the prices way better than an astrologer.

Machine Learning 222

Machine Learning Forecasting Modeling Analytics 222

Analytics Vidhya

NOVEMBER 18, 2024

In this article, we will explore the various features, […] The post OpenAI Swarm vs Microsoft Magentic-One: Which is Better for Multi-Agent Systems? Two new entries in this space are OpenAI’s Swarm and Microsoft’s Magentic-One, both of which offer different approaches to the development and deployment of multi-agent systems.

Analytics 222

Analytics 222

Analytics Vidhya

JANUARY 3, 2025

This article explores ScrapeGraphAI’s features, provides a step-by-step guide for implementation, and addresses common challenges. Web scraping has become an important tool essential for gathering useful information from the available websites.

Analytics 223

Analytics IT 223

Analytics Vidhya

FEBRUARY 19, 2025

In this article, we will delve into the world of PyLab, exploring its origins, features, practical use cases, […] The post A Quick Guide to PyLab appeared first on Analytics Vidhya. Python has become the lingua franca for scientific computing and data visualization, thanks in large part to its rich ecosystem of libraries.

Visualization 199

Visualization Analytics IT 199

Analytics Vidhya

NOVEMBER 25, 2024

In this article, we will dig into the concepts of mean and variance as they relate […] The post What are Mean and Variance of the Normal Distribution? The normal distribution, also known as the Gaussian distribution, is one of the most widely used probability distributions in statistics and machine learning.

Statistics 204

Statistics Machine Learning Modeling Analytics 204

Analytics Vidhya

DECEMBER 16, 2024

This article aims to explore and compare […] The post Imagen 3 vs DALL-E 3: Which is the Better Model for Images? Two of the most prominent models in this domain are Imagen 3 and ChatGPT DALL-E 3. While both models are highly capable and versatile for image-related tasks, there are some differences between the two.

Modeling 204

Modeling Analytics 204

Analytics Vidhya

DECEMBER 3, 2024

This article explains how to build a medical chatbot that uses multiple vectorstores. In the fast-growing area of digital healthcare, medical chatbots are becoming an important toolfor improving patient care and providing quick, reliable information.

Reporting 207

Reporting Analytics IT Machine Learning 207

Analytics Vidhya

DECEMBER 7, 2024

This article explores 20 diverse Power BI dashboard examples, showcasing how data can be transformed into actionable insights. Dashboards are the lifeblood of modern businesses, providing a clear, concise view of critical metrics.

Dashboards 245

Dashboards Interactive Visualization Metrics 245

Analytics Vidhya

SEPTEMBER 23, 2023

This article will explore five exciting data science projects with step-by-step solutions. Introduction Are you eager to dive into data science and sharpen your skills? Look no further!

Data Science 433

Data Science Analytics 433

Analytics Vidhya

OCTOBER 16, 2024

After crafting a compelling article, finding the right images is often a separate challenge. Introduction Creating visually engaging content can be a time-consuming task for bloggers and creators. But what if Blog Creation with AI could do it all for you?

Visualization 208

Visualization Analytics IT 208

Analytics Vidhya

NOVEMBER 25, 2024

In this article, we explore Mark’s journey, from […] The post Mark Landry’s Journey: From Kaggle to H2O.ai In this Leading with Data, Mark Landry, a distinguished Director of Data Science & Product at H2O.ai and a renowned Kaggle Grandmaster, shares his unique perspective on the evolution of AI.

Data-driven 208

Data-driven Data Science Analytics 208

Analytics Vidhya

DECEMBER 26, 2024

This article explores how to fine-tune the Llama […] The post Fine-tuning Llama 3.2 One standout example is the Llama 3.2 It performs exceptionally well in Retrieval-Augmented Generation (RAG) tasks, cutting computational costs and memory usage while maintaining high accuracy. 3B for RAG appeared first on Analytics Vidhya.

Modeling 207

Modeling Analytics IT 207

O'Reilly on Data

NOVEMBER 12, 2024

Between vacation, end-of-year projects, the coming holidays, and other hysteria, I haven’t come up with an article this month. No, but honestly, if a human summarized my articles, I’d probably find a few things to complain about. So here’s a quick list of things that have amazed me recently. Are we virtual yet? Was it 100% correct?

Testing 253

Testing Software Management IT 253

Analytics Vidhya

DECEMBER 30, 2024

In this article, you will build an Agentic RAG […] The post Building an Agentic RAG with Phidata appeared first on Analytics Vidhya. While traditional RAG techniques are powerful, incorporating Agentic workflows can significantly enhance the system’s ability to process and respond to queries.

Modeling 208

Modeling Analytics 208

Analytics Vidhya

DECEMBER 27, 2024

A model with good arithmetic and mathematical reasoning can help in : This article explores how advancements in mathematical reasoning are […] The post Getting Started with Qwen2.5-Math Math appeared first on Analytics Vidhya.

Modeling 206

Modeling Analytics 206

Analytics Vidhya

MAY 28, 2024

This article outlines the key steps and considerations to fine-tune LlaMa 2 large language model using this methodology. Introduction Training and fine-tuning language models can be complex, especially when aiming for efficiency and effectiveness.

Modeling 336

Modeling Analytics IT Machine Learning 336

Analytics Vidhya

JANUARY 9, 2025

Today, in this article, well be looking at one such model used for generating images with hand-written text. I never pictured AI writing human-like text, no Im not talking about the text generation but rather image generation with human handwriting. The Flux models made it easy to infer, generate and edit images.

Modeling 208

Modeling Analytics IT 208

Analytics Vidhya

OCTOBER 19, 2024

In this article, you’ll learn how to create your own OpenAI API Key, updated as of 2024. OpenAI, a leading AI company, offers API keys for developers to interact with its platform and utilize its LLM models in various projects.

Interactive 208

Interactive Modeling Analytics IT 208

Analytics Vidhya

OCTOBER 22, 2024

This article will introduce you to the concept of […] The post 7 Popular Multimodal Models and their Uses appeared first on Analytics Vidhya. The rapid advancement of artificial intelligence (AI) has led to a new era of models designed to process and generate data across multiple modalities.

Modeling 208

Modeling Analytics 208