Atharv Gyan

Reimagining Natural Language Processing: Tracing the Journey from Rigid Rule‐Based Systems to Dynamic AI‐Driven Innovations Introduction Natural Language Processing (NLP) stands at the fascinating crossroads of computer science, linguistics, and artificial intelligence a discipline that has undergone a remarkable evolution over the past several decades. Initially conceived through the lens of rule‐based systems, NLP was once governed by a rigid structure of hand‐crafted rules and predefined patterns. These early systems, while pioneering in their own right, were limited by their inflexibility and inability to truly capture the nuances of human language. Today, however, NLP has blossomed into a vibrant field powered by dynamic, AI-driven innovations. Modern techniques based on machine learning and deep learning have redefined what computers can understand, generate, and accomplish with language. This transformation is not merely a technical upgrade but represents a profound shift in...

Intermediate & Advanced Level backend development interview Questions with Answers 1. What is the purpose of service providers in Laravel? Answer: Service providers are the central place for bootstrapping Laravel applications. They bind services into the service container. To create a service provider: php artisan make:provider MyServiceProvider Then, register it in config/app.php : 'providers' => [     App\Providers\MyServiceProvider::class, ]; Inside MyServiceProvider.php : public function register() {     $this->app->bind('MyService', function () {         return new \App\Services\MyService();     }); } 2. How does Laravel handle dependency injection? Answer: Laravel resolves dependencies automatically via the Service Container . Example: class UserController extends Controller {     protected $userService;     public function ...