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In this article, you will learn how to turn free-form large language model (LLM) text into reliable, schema-validated Python objects with Pydantic. Topics we will cover include: Designing robust Pydantic models (including custom validators and nested schemas). Parsing “messy” LLM outputs safely and surfacing precise validation errors. Integrating validation with OpenAI, LangChain, and LlamaIndex plus…
Google AI Plus Plan Price: Google has launched Google AI Plus in India, a new subscription plan that gives users access to its latest AI models, multimedia tools and other advanced features. With this plan, Google’s Gemini AI is directly integrated into apps like Gmail and Google Docs, and users also get extra storage and…
New Delhi: India is rapidly emerging one of the world’s most attractive destinations for artificial intelligence (AI) investments, with three global technology giants Amazon, Microsoft and Google have announced $67.5 billion commitments to build the country’s digital future. A young population, affordable data and a fast-growing digital ecosystem are helping transform India into a major…
Apple iPhone 16 Pro Max Flipkart Price: Flipkart’s Buy Buy 2025 sale is going to end with in couple of days. This sale is offering some of the biggest year end deals on popular gadgets. One of the best offers in this sale is on Apple’s iPhone 16 and iPhone 16 Pro Max. Flipkart is…
import dataclasses import torchimport torch.nn as nnimport torch.nn.functional as Ffrom torch import Tensor @dataclasses.dataclassclass LlamaConfig: """Define Llama model hyperparameters.""" vocab_size: int = 50000 # Size of the tokenizer vocabulary max_position_embeddings: int = 2048 # Maximum sequence length hidden_size: int = 768 # Dimension of hidden layers intermediate_size: int = 4*768 # Dimension of MLP's hidden layer num_hidden_layers: int = 12 # Number of transformer layers num_attention_heads: int = 12 #…
Noida: US tech giant Apple on Wednesday previewed Apple Noida, its first retail store here and fifth in the country so far. Located in DLF Mall of India, the new store brings together Apple’s full lineup of products and services. The new retail store in Noida is part of Apple’s retail expansion that began in…
Vivo X300 Series Price In India: Chinese smartphone brand Vivo has officially announced the start of sales for its latest flagship lineup, the Vivo X300 and Vivo X300 Pro, in India, following their launch last week. The Vivo X300 series also marks the India debut of Vivo’s Android 16-based OriginOS 6, which formally replaces FunTouchOS…
Seoul: ChatGPT, a generative artificial intelligence (AI) platform of OpenAI, recorded the biggest rate of increase in its smartphone app users among all apps available in South Korea this year, a survey showed on Wednesday. Users of the ChatGPT app grew 196.6 percent in November compared with January, making it the app with the most…
Apple's Tap To Pay Feature: The Cupertino-based tech giant has rolled out the Tap to Pay on iPhone feature in Hong Kong. With this Apple's Tap to Pay feature, the thousands of merchants can accept payments through iPhones directly via the contactless method, and they don’t need any additional hardware or terminals. Hence, the merchants…
New Delhi: Global tech giant Microsoft announced on Tuesday that it is investing $17.5 billion in India over the next four years (2026-2029) to drive AI diffusion in the country, with Prime Minister Narendra Modi asserting that the country's youth "will harness this opportunity to innovate and leverage the power of AI for a better…
In this article, you will learn practical prompt-engineering patterns that make large language models useful and reliable for time series analysis and forecasting. Topics we will cover include: How to frame temporal context and extract useful signals How to combine LLM reasoning with classical statistical models How to structure data and prompts for forecasting, anomalies,…
In 2025, “using AI” no longer just means chatting with a model, and you’ve probably already noticed that shift yourself.