Agentic AI > Deep Learning > Fundamental Principles of ML

Subscribe the course using the below link as per your career requirements:

• Subscribe: https://www.acharya.ai/agentic-ai-course-pricing
• Course syllabus and prerequisites: https://www.acharya.ai/courses/agentic-ai

The link to join will be sent to your email and your account will be created in LMS. If you want to join for Physical classroom session in Hyderabad, write us at: ai.joyfully@acharya.ai .

### Agentic AI > Foundations of Deep Learning > Fundamental Principles of Machine Learning

Every great AI system begins with a strong foundation. Fundamental principles of Machine Learning and primarily the Neural Networks are the building blocks of modern deep learning, powering breakthroughs in vision, language, and autonomous decision-making.
In this session, learners will:

• Understand how simple mathematical functions combine to form intelligent systems.
• Discover how neurons, layers, and activations enable machines to learn patterns from data.
• Gain intuition about how deep networks evolve into the engines driving Agentic AI.
• Build confidence through clear explanations and hands-on examples that make complex ideas approachable.

By mastering these basics, students take their first step from curiosity to capability — preparing themselves to design and deploy AI agents.