Think Different

                                                                           meta ai Almost all companies today rely on LinkedIn to extract candidate profiles during hiring or onboarding. However, despite widespread use, even large enterprises frequently fail to extract complete and accurate profile data. The result is broken or partial imports, dozens of mismatches and formatting errors, and missing sections like certifications, experience, or education. This often forces candidates to manually re-enter or correct the information—costing them time, creating frustration, and negatively impacting their experience. To read LinkedIn profile details (including licenses and certifications ) after authorization, follow this short and structured approach: ✅ Prerequisites LinkedIn Developer Account A reg...

                                                                           meta ai Many developers and students embarking on the journey of Machine Learning and Artificial Intelligence face a common challenge: the lack of powerful, GPU-equipped computer systems. Their personal laptops and standard desktops, often Macs or Windows machines without high-end graphics cards, are perfectly capable for general development, web Browse, and even light data analysis. However, they quickly become bottlenecks when tackling computationally intensive tasks like training large neural networks or working with complex AI models. This is where Google Colaboratory (Colab), particularly its free tier, has been a game-changer. By providing free access to cloud-based Jupyter notebooks with accelerators like GPUs, Colab re...

 Let's look at how to test our Python code and follow the code coverage as much as possible. How to follow the MVC pattern in FastAPI How to write Pythonic code Types of testing with pytest Usage of patching , monkeypatching , fixture , and mocking 🚀 How to Follow the MVC Pattern in FastAPI FastAPI doesn’t enforce a strict MVC structure, but you can follow an organized MVC-like structure: 🔹 MVC Directory Structure Example app/ │ ├── models/ # ORM models (e.g., SQLAlchemy) │ └── user.py │ ├── schemas/ # Pydantic schemas (DTOs) │ └── user.py │ ├── controllers/ # Business logic (aka services) │ └── user_controller.py │ ├── routes/ # Route definitions │ └── user_routes.py │ ├── main.py # Entry point └── database.py # DB engine/session 🔹 MVC Mapping Model → app/models/ View → app/routes/ (FastAPI endpoints) Controller → app/controllers/ (business logic) 🐍 How to Write Pythonic Code Follo...

The Indian economy in April 2025 presents a mixed yet cautiously optimistic outlook, with key indicators reflecting growth driven by domestic demand and services, but lingering structural challenges in manufacturing, exports, and infrastructure. Below is a detailed analysis and insight: --- Key Strengths 1. Improved Economic Activity:    - PMI Expansion: Both manufacturing PMI (57.5) and services PMI (58.5) remained above 50, indicating expansion in these sectors for April 2025. This suggests resilience in production and service delivery.    - GST Collections: Robust growth (9.4% YoY) reflects higher formalization of the economy and stronger domestic consumption.    - Digital Spending: UPI/IMPS transactions surged 32.2% YoY, signaling a deepening digital payment ecosystem and rising consumer confidence. 2. Rural Demand:     - Tractor Sales: A 6.8% YoY increase in April 2025 hints at improved rural income and agricultural activity, though seas...

                                                                meta ai Many students and beginner developer followers asked me about keeping the iPhone app available for users to download on their iPhones. Just to clarify, iPhone apps are hosted and distributed through the App Store , not iTunes (iTunes is mainly for music, movies, etc.). 1 Regarding fees to keep your app on the App Store: There is no separate fee per download or per month/year simply to keep your app listed once it's published, in addition to the commission Apple takes on paid apps or in-app purchases. However, you absolutely must have an active Apple Developer Program membership to have your app available for download on the App Store. The Apple Developer Program has an annual fee of $99 USD (the price might vary slightly by region in local currency). ...