Prototyping

Build a real sentiment analysis application with Python and Hugging Face Transformers. Learn how pretrained NLP models work, run inference locally, interpret confidence scores, process multiple reviews, expose the model through an API, and understand when sentiment models can fail.

Confused about which tech career to choose in 2026? Compare software development, cloud and DevOps, AI and machine learning, data, cybersecurity, and other paths using skills, projects, entry-level opportunities, and long-term career fit.

Explore software developer salaries in India in 2026 by experience, role, company type, and location, with practical guidance for evaluating offers and negotiating compensation.