Gautam AI

Deep Learning Foundations

Gautam AI delivers a rigorous α-level Deep Learning Foundations program designed to build strong conceptual and practical understanding of neural networks that power modern AI, NLP, and LLM systems.

α Level Training Neural Networks AI Fundamentals Research-Ready Base

What Is Deep Learning Foundations?

Deep Learning Foundations focuses on the core principles behind neural networks, helping learners understand not just how models work, but why they work.

This program forms the essential base for NLP, transformer models, LLM fine-tuning, and enterprise-grade AI systems.

Core Topics Covered

Neural Networks
Perceptrons, multilayer networks, representations.

Backpropagation
Gradient flow, chain rule, learning dynamics.

Activation Functions
ReLU, Sigmoid, Tanh and trade-offs.

Optimization
SGD, Momentum, Adam, convergence intuition.

Convolutional Networks
Feature extraction and hierarchical learning.

Regularization
Overfitting, dropout, batch normalization.

Who Should Take This?

• Students starting their AI & ML journey
• Professionals transitioning into AI roles
• Learners preparing for NLP & LLM training
• Researchers strengthening DL fundamentals

What Comes After This?

• Natural Language Processing (NLP)
• Transformer & LLM fundamentals
• β-level Professional AI training
• Research & enterprise AI tracks

· Deep Learning Foundations · α-Level Training · Gautam AI International Pvt. Ltd.