Analytics Vidhya

Analytics Vidhya

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Data science and machine learning tutorials webinars and projects

The Evolution of Personalization and Context in Generative AI
VideoMar 31, 2026

The Evolution of Personalization and Context in Generative AI

The webinar, led by Sareshi Pani of Alchemist AI, traced how generative AI has moved from generic large‑language models to highly personalized, context‑aware assistants. It highlighted the shift from early generative techniques—GANs, VAEs, diffusion models—to transformer‑based LLMs trained on internet‑scale...

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ChatGPT vs Perplexity vs NotebookLM 🤯 Who’s Best for Learning?
VideoMar 30, 2026

ChatGPT vs Perplexity vs NotebookLM 🤯 Who’s Best for Learning?

The video pits three AI assistants—ChatGPT, Perplexity, and NotebookLM—against each other to answer a single question: how to become a GenAI scientist by 2026. By feeding each platform the same prompt, the creator showcases how the tools differ in style,...

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Your RAG Is Broken 😳 Meet PageIndex (Vectorless AI)
VideoMar 29, 2026

Your RAG Is Broken 😳 Meet PageIndex (Vectorless AI)

Traditional retrieval‑augmented generation (RAG) relies on chunking documents, embedding each piece, and querying a vector database. The speaker argues this approach shreds tables, footnotes, and hierarchy, often returning superficially similar but factually wrong passages. PageIndex proposes a vectorless alternative that...

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Data Analyst to AI Engineer 🚀 | Real Roadmap 2026
VideoMar 29, 2026

Data Analyst to AI Engineer 🚀 | Real Roadmap 2026

The video outlines a practical roadmap for data analysts who want to become AI engineers by leveraging existing analytical skills and adding targeted capabilities. It emphasizes that the transition is not about learning AI in a vacuum but about extending...

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Top 5 AI Coding Assistants Every Developer Needs in 2026 🚀
VideoMar 27, 2026

Top 5 AI Coding Assistants Every Developer Needs in 2026 🚀

The video spotlights the five AI‑powered coding assistants that have become indispensable for developers in 2026, framing them as a “second brain” that transforms how software is built. Claude Code goes beyond simple autocomplete by deploying parallel agents, persistent memory, and...

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15. Build a Subway Surfers Game with Google Anti-Gravity
VideoMar 27, 2026

15. Build a Subway Surfers Game with Google Anti-Gravity

The video demonstrates building a Subway Surfers‑style endless runner using Google AI Studio’s Anti‑gravity feature, showcasing a prompt‑driven workflow that turns natural‑language specifications into a functional game. It walks through crafting a core prompt that defines the three‑lane runner, player...

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Generative AI vs Agentic AI: The Real Difference 🤯
VideoMar 25, 2026

Generative AI vs Agentic AI: The Real Difference 🤯

The video contrasts generative AI—software that produces text, images, code from prompts—with emerging agentic AI that can autonomously execute tasks toward a defined goal. While generative models excel at creating drafts, they leave a “work gap” requiring humans to fact‑check, format,...

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RAG Mock Interview Questions and Answers for GenAI Job Roles
VideoMar 25, 2026

RAG Mock Interview Questions and Answers for GenAI Job Roles

The video breaks down the 15 most critical RAG interview questions that separate a novice from a principal‑level GenAI architect, emphasizing that modern enterprises expect hallucination‑free, enterprise‑grade AI systems rather than simple API‑wrapped LLMs. Key insights cover the RAG architecture (retriever + generator),...

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Learn Machine Learning on YouTube in 2026 🚀 (Top 5 Channels)
VideoMar 25, 2026

Learn Machine Learning on YouTube in 2026 🚀 (Top 5 Channels)

The video outlines five YouTube channels that cater to distinct machine‑learning learning styles in 2026. It positions each channel as a curated pathway, from code‑first project builds to visual‑math deep dives, helping viewers cut through the noise of countless tutorials. Syntax...

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5 Machine Learning Algorithms You Must Know 🤖
VideoMar 24, 2026

5 Machine Learning Algorithms You Must Know 🤖

The video outlines five foundational machine learning algorithms that power everyday AI applications, from medical diagnostics to real‑estate pricing. It emphasizes that mastering these models is essential for anyone building predictive systems. The presenter walks through linear regression for continuous predictions,...

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Claude Cowork: Clean Your Messy Files with AI 🤯
VideoMar 24, 2026

Claude Cowork: Clean Your Messy Files with AI 🤯

Claude Co‑work is a new desktop application that brings Anthropic’s Claude AI directly to a user’s local file system, promising to clean up chaotic download folders with a single natural‑language command. The workflow is simple: the user types a request such...

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Claude Skills: Stop Prompting, Start Building AI 🤯
VideoMar 24, 2026

Claude Skills: Stop Prompting, Start Building AI 🤯

The video introduces Claude Skills, a new feature that shifts users from writing repetitive prompts to building reusable AI workflows. By packaging a skill as a simple folder containing a single skill.md file, developers can define the task, trigger conditions,...

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5 FREE AI Agent Courses You Can’t Miss 🤖🚀
VideoMar 23, 2026

5 FREE AI Agent Courses You Can’t Miss 🤖🚀

The video spotlights five free AI‑agent courses, positioning them as essential entry points for anyone eager to build or experiment with autonomous agents. The first course, a hands‑on Hugging Face track, walks learners through building agents that reason, use tools, and...

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PageIndex vs RAG: Why Traditional Retrieval Is Broken (PageIndex AI Tutorial)
VideoMar 21, 2026

PageIndex vs RAG: Why Traditional Retrieval Is Broken (PageIndex AI Tutorial)

The video argues that the prevailing Retrieval‑Augmented Generation (RAG) pipeline—chunking documents, embedding each chunk, storing vectors, and retrieving by cosine similarity—is fundamentally broken for long, structured texts. It highlights four failure modes: arbitrary chunking that severs context, similarity metrics that miss...

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3 No-Code Automation Platforms to Build Workflows Without Coding
VideoMar 21, 2026

3 No-Code Automation Platforms to Build Workflows Without Coding

The video spotlights three leading no‑code automation platforms—Zapier, Make, and Lately—showcasing how they enable users to build, connect, and launch digital workflows without writing code. It frames the narrative around the question, “What if you could automate your entire digital...

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5 AI Books That Took Me From Confused to Confident 🤯📚
VideoMar 20, 2026

5 AI Books That Took Me From Confused to Confident 🤯📚

The video opens with the creator admitting to feeling lost in the fast‑moving world of generative AI, then positions five carefully selected books as a step‑by‑step roadmap from confusion to confidence. Each title serves a distinct purpose: Goodfellow, Bengio and Courville’s...

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RAG Project: Company Policy Bot
VideoMar 20, 2026

RAG Project: Company Policy Bot

The notebook demonstrates how to build a Retrieval‑Augmented Generation (RAG) pipeline that turns a static HR policy PDF into an interactive assistant. By loading the document, splitting it into overlapping 700‑character chunks, and creating OpenAI embeddings, the workflow stores vector...

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ChatGPT vs Claude: Real Tests, Real Winner 🧠⚔️
VideoMar 20, 2026

ChatGPT vs Claude: Real Tests, Real Winner 🧠⚔️

The video pits OpenAI’s ChatGPT against Anthropic’s Claude in two real‑world tasks—email polishing and Python debugging—to see which AI assistant delivers higher productivity for professionals. In the email refinement test, both models produced a polite, firm, and concise draft, but Claude...

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5 FREE Machine Learning Courses with Certificates (Start Now!)
VideoMar 18, 2026

5 FREE Machine Learning Courses with Certificates (Start Now!)

The video highlights five free machine‑learning courses that award certificates, targeting beginners to professionals. It outlines each program’s unique angle—Google Cloud’s production‑grade pipeline, Analytics Vidya’s data‑science workflow, FreeCodeCamp’s project‑based Python/TensorFlow labs, Kaggle’s interactive notebooks with real datasets, and Microsoft Azure’s...

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Deep Learning Interview Questions and Answers | Complete DL Interview Prep Guide
VideoMar 18, 2026

Deep Learning Interview Questions and Answers | Complete DL Interview Prep Guide

The video serves as a comprehensive interview guide, walking candidates through deep learning fundamentals—from the distinction between traditional machine learning and neural networks to advanced architectures like transformers. It emphasizes that interviewers probe conceptual understanding, not just buzz‑word recall, and...

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GLM-5-Turbo: The AI Model Built for Agents (Not Chatbots)
VideoMar 16, 2026

GLM-5-Turbo: The AI Model Built for Agents (Not Chatbots)

GLM‑5 Turbo is the latest large language model released specifically for AI agents that execute tasks, rather than merely converse. The model boasts a massive 200 k token context window and can generate up to 128 k tokens in a single response,...

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Google Gemini Embedding 2 Tutorial | Multimodal Image Matching Project
VideoMar 14, 2026

Google Gemini Embedding 2 Tutorial | Multimodal Image Matching Project

The video walks viewers through a hands‑on project that showcases Google’s Gemini Embedding 2, the company’s first natively multimodal embedding model. Unlike traditional text‑only embeddings, Gemini 2 maps text, images, audio, video, and PDFs into a single semantic vector space, allowing developers...

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Top 5 FREE Data Analyst Courses with Certificates in 2026 🚀
VideoMar 14, 2026

Top 5 FREE Data Analyst Courses with Certificates in 2026 🚀

The video spotlights five completely free data‑analysis certification programs, each promising a marketable credential without any tuition cost. Google’s Data Analytics Professional Certificate targets beginners, teaching SQL, spreadsheets, Tableau and Python through real‑world scenarios. Meta’s Data Analyst Professional Certificate follows the...

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OpenClaw vs Claude Code: Which AI Coding Agent Wins? ⚡
VideoMar 13, 2026

OpenClaw vs Claude Code: Which AI Coding Agent Wins? ⚡

Both Claude Code and OpenClaw position themselves as AI‑powered coding assistants, but they target different user segments. Claude Code, an Anthropic‑backed product, markets a subscription‑based, plug‑and‑play experience with enterprise‑grade security, while OpenClaw is an open‑source alternative that leverages the same underlying models...

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PhysicEdit: The AI That Finally Understands Physics in Image Editing
VideoMar 11, 2026

PhysicEdit: The AI That Finally Understands Physics in Image Editing

PhysicEdit is a new instruction-based image-editing approach that enforces physical consistency by modeling edits as state transitions grounded in real-world physics rather than simple static transformations. Trained on a 38K-video dataset (PhysicTrain) capturing phenomena like reflection, refraction, deformation, melting and...

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7 Free Anthropic AI Academy Courses with Certificates
VideoMar 10, 2026

7 Free Anthropic AI Academy Courses with Certificates

Enthropic has launched Enthropic AI Academy, a free course platform offering seven certificate-bearing AI classes aimed at learners and practitioners in 2026. Courses range from the foundational AI Fluency Framework and Claude 101 for beginners to developer-focused offerings like Building...

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Is AI Actually Taking Jobs? Anthropic’s New Study Reveals the Truth
VideoMar 10, 2026

Is AI Actually Taking Jobs? Anthropic’s New Study Reveals the Truth

Anthropic’s new study introduces “observed exposure,” a metric comparing AI’s theoretical capabilities to how it’s actually used on the job, and finds that only a fraction of automatable tasks are currently being performed by AI. Jobs with higher observed exposure—notably...

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RAG vs Long Context Models: Is Retrieval Still Needed?
VideoMar 9, 2026

RAG vs Long Context Models: Is Retrieval Still Needed?

The video examines the emerging rivalry between Retrieval‑Augmented Generation (RAG) and the new class of long‑context language models, asking whether expanded token windows render retrieval obsolete. It frames the debate around practical AI application needs, noting that developers now have...

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Karpathy’s Autoresearch: AI That Improves Its Own Training
VideoMar 9, 2026

Karpathy’s Autoresearch: AI That Improves Its Own Training

The video spotlights Andrej Karpathy’s open‑source AutoResearch project, an AI agent that runs its own miniature research lab by iteratively tweaking training code and evaluating outcomes. Rather than humans manually adjusting models, the system edits the core training script, launches...

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Top 5 AI Deployment Trends Replacing Bigger Models
VideoMar 8, 2026

Top 5 AI Deployment Trends Replacing Bigger Models

The video outlines a shift from chasing ever‑larger foundation models toward smarter, more efficient deployment strategies. It lists five trends that are redefining how enterprises bring AI into production. First, edge and on‑device inference is exploding, delivering real‑time decisions, lower latency,...

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Gradient Boosting vs AdaBoost vs XGBoost vs LightGBM vs CatBoost | Boosting Explained 🔥
VideoMar 7, 2026

Gradient Boosting vs AdaBoost vs XGBoost vs LightGBM vs CatBoost | Boosting Explained 🔥

The video demystifies five popular boosting frameworks—Gradient Boosting, AdaBoost, XGBoost, LightGBM, and CatBoost—highlighting that despite similar naming, each follows a distinct training philosophy and performance profile. Gradient Boosting builds trees sequentially on residuals, offering stability but limited scalability. AdaBoost reweights hard‑to‑classify...

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LangSmith Skills + CLI: AI Agents That Debug and Improve Themselves 🤖
VideoMar 6, 2026

LangSmith Skills + CLI: AI Agents That Debug and Improve Themselves 🤖

LangChain unveiled LangSmith Skills together with a new command‑line interface, enabling AI coding agents to debug themselves, generate datasets, and run experiments directly from the terminal. The Skills extend the LangSmith platform—already used for tracing, evaluating, and monitoring LLM applications—by exposing...

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Production ML on AWS: Monitoring, Troubleshooting, and Cost Optimization
VideoMar 6, 2026

Production ML on AWS: Monitoring, Troubleshooting, and Cost Optimization

The video demonstrates how to monitor, troubleshoot, and optimize production ML deployments on AWS, using CloudWatch logs to validate API Gateway and Lambda-based serverless inference pipelines. It walks through triggering an API, inspecting log groups and log streams to confirm...

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Enable CORS for Your Machine Learning API: Connect Frontend to AWS API Gateway
VideoMar 6, 2026

Enable CORS for Your Machine Learning API: Connect Frontend to AWS API Gateway

The tutorial walks MLOps engineers through enabling Cross‑Origin Resource Sharing (CORS) on AWS API Gateway so web front‑ends can call Lambda‑hosted machine‑learning models. It details configuring the hidden OPTIONS pre‑flight request, redeploying API stages, and fixing common browser CSP errors....

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Troubleshooting & Updating AWS Lambda Containers: Fixing ML Model Deployment
VideoMar 6, 2026

Troubleshooting & Updating AWS Lambda Containers: Fixing ML Model Deployment

The tutorial walks through updating a containerized ML model on AWS Lambda after pushing a new image to Amazon ECR, highlighting why old results can persist. It demonstrates fixing a Python return statement to include readable class labels, redeploying via...

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Building a Machine Learning API: Integrating AWS Lambda with API Gateway
VideoMar 6, 2026

Building a Machine Learning API: Integrating AWS Lambda with API Gateway

Developers can now expose machine learning models hosted on AWS Lambda as RESTful services using Amazon API Gateway. The tutorial walks through creating a new API, adding a /predict resource, configuring a POST method, and linking it to a container‑based...

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GPT-5.3 Instant Is Here ⚡ Faster, Smarter ChatGPT Conversations
VideoMar 5, 2026

GPT-5.3 Instant Is Here ⚡ Faster, Smarter ChatGPT Conversations

OpenAI unveiled GPT‑5.3 Instant, a new iteration of its flagship language model designed for quicker, more fluid ChatGPT interactions. The upgrade delivers noticeably lower latency, expanding the context window to handle longer conversational threads without loss of relevance. Under the...

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Deterministic vs Stochastic Models Explained in 60 Seconds ⚡📊
VideoMar 4, 2026

Deterministic vs Stochastic Models Explained in 60 Seconds ⚡📊

The video provides a rapid primer on two fundamental modeling paradigms—deterministic and stochastic—highlighting how each treats uncertainty and output variability. Deterministic models follow fixed mathematical rules, guaranteeing the same result whenever the same inputs are supplied, while stochastic models embed...

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Qwen 3.5 Small Series: Big Performance, Tiny Footprint
VideoMar 3, 2026

Qwen 3.5 Small Series: Big Performance, Tiny Footprint

Alibaba Cloud unveiled the Qwen 3.5 Small series, a family of compact large‑language models ranging from 0.8 billion to 9 billion parameters. The lineup—0.8B, 2B, 4B, and 9B—targets environments where compute, memory, and latency constraints preclude traditional heavyweight models. All variants share the same...

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Akshar by Sarvam: AI-Powered Document Intelligence for Accurate Proofreading
VideoMar 1, 2026

Akshar by Sarvam: AI-Powered Document Intelligence for Accurate Proofreading

Akshar, Sarvam’s newly launched document‑intelligence workbench, extends artificial‑intelligence capabilities far beyond traditional optical‑character‑recognition. Built on a server‑vision foundation, the platform reads, understands, and reasons about documents, offering a true “read‑and‑think” experience. The core innovation is visual grounding, which maps each character...

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India’s Sarvam Just Launched 6 Game-Changing AI Models in 2026 🇮🇳🔥
VideoFeb 28, 2026

India’s Sarvam Just Launched 6 Game-Changing AI Models in 2026 🇮🇳🔥

India’s AI startup Sarvam announced the launch of six server‑grade foundation models, positioning itself as a home‑grown alternative to global providers. The models span document intelligence, speech recognition, voice cloning, vision, audio understanding, and multilingual dubbing, all optimized for Indian...

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Seedance 2.0: The Future of AI Video Creation Is Here 🚀
VideoFeb 26, 2026

Seedance 2.0: The Future of AI Video Creation Is Here 🚀

ByDance unveiled Seance 2.0, an AI‑driven video generation engine that lets users create short films using only prompts, images, audio, or existing clips. The platform combines text, image, audio, and video inputs into a single unified multimodal architecture, allowing up to...

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AWS SageMaker Tutorial: Scikit-Learn Vs. Managed XGBoost Training Jobs
VideoFeb 26, 2026

AWS SageMaker Tutorial: Scikit-Learn Vs. Managed XGBoost Training Jobs

The tutorial walks data scientists through Amazon SageMaker, contrasting a local Scikit‑learn workflow on the Iris dataset with a fully managed XGBoost training job. It shows how to launch a SageMaker notebook instance (ML.T2.xlarge), configure IAM roles, and automate S3...

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Introduction to Amazon SageMaker Notebooks: Managed Jupyter for ML
VideoFeb 26, 2026

Introduction to Amazon SageMaker Notebooks: Managed Jupyter for ML

Amazon SageMaker Notebooks, now integrated into SageMaker AI, provides a fully managed JupyterLab environment for data science and machine learning. The service removes the need for manual infrastructure setup, offering elastic compute, shared persistent storage, and AI‑assisted coding tools. Users...

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How to Setup Jupyter Notebook on AWS EC2: Step-by-Step Guide
VideoFeb 26, 2026

How to Setup Jupyter Notebook on AWS EC2: Step-by-Step Guide

The guide walks users through launching an Ubuntu‑based Amazon EC2 instance and installing a full Jupyter Notebook environment for data‑science projects. It details connecting via EC2 Instance Connect, setting up Python, Pip, virtual environments, and configuring Jupyter for remote access...

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AWS Compute for Data Science: EC2 Vs. SageMaker Vs. Lambda Explained
VideoFeb 26, 2026

AWS Compute for Data Science: EC2 Vs. SageMaker Vs. Lambda Explained

Amazon Web Services offers three primary compute options for data science: EC2, SageMaker, and Lambda. EC2 provides full control and custom environments for high‑performance computing, while SageMaker delivers an integrated platform for training, tuning, and deploying machine learning models. Lambda...

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AI War Begins? Anthropic Accuses Chinese Labs of Stealing Claude 🤯
VideoFeb 25, 2026

AI War Begins? Anthropic Accuses Chinese Labs of Stealing Claude 🤯

Anthropic has publicly accused three Chinese AI startups—DeepSeek, Moonshot AI, and MiniMax—of illicitly distilling its Claude model through reverse‑engineering techniques. The company alleges that these labs reproduced large‑language‑model capabilities without permission, effectively stealing proprietary data. In parallel, Elon Musk entered...

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Prototyping a Social Platform with Claude Sonnet 4.6 in Minutes 🚀
VideoFeb 25, 2026

Prototyping a Social Platform with Claude Sonnet 4.6 in Minutes 🚀

Using Anthropic's Claude Sonnet 4.6, developers transformed a structured product prompt into a functional front‑end demo of a professional networking platform in minutes. The demo features a feed, profile recommendations, a post composer, and a responsive layout. The workflow replaces...

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India’s AI Revolution 🇮🇳 | 5 Powerful Made-in-India AI Innovations You Must Know
VideoFeb 24, 2026

India’s AI Revolution 🇮🇳 | 5 Powerful Made-in-India AI Innovations You Must Know

The video spotlights India’s home‑grown AI surge, unveiled at the India AI Impact Expo 2026, by showcasing five domestically developed products that claim real‑world impact across enterprise, consumer, and health sectors. Serum AI introduced two large‑language models—30 billion and 105 billion parameters—designed to...

By Analytics Vidhya