TRACK 20•Deep Learning Track•ADVANCED

Neural Networks From Scratch

Name: Neural Networks From Scratch
Price: 3499.00 INR
Availability: InStock

Build a neural network in pure Python — perceptrons, backprop, and gradient descent from scratch.

Transformer ArchitecturesPyTorch & GPU ImplementationsFull Syllabus Access

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Instructor

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11 Modules

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11 Lessons & Labs

Enrollment1-Year Full Access

₹3,499

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Instant 24/7 course activation & access

1-Year full access to all 11 modules & labs

Verified Certificate of Completion

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Overview & Outcomes

Course Learning Objectives

The flagship course. Build a neural network from scratch in pure Python — no PyTorch, no frameworks. Perceptrons, forward propagation, backpropagation, and gradient descent implemented by hand.

Core Curriculum Competencies

What you'll master

Biological inspiration & the Perceptron mathematical model
Multi-Layer Perceptrons (MLP) & computational graphs
Activation functions: Sigmoid, Tanh, ReLU, Leaky ReLU & GELU

Forward propagation & loss calculation (Cross-Entropy, MSE)

Backpropagation algorithm & chain rule matrix calculus derivation

Building a complete autograd tensor engine from scratch in pure Python

Syllabus & Modules

Course Curriculum

A comprehensive breakdown of all modules, theory readings, interactive quizzes, and compiler practice labs.

Module 1: The Perceptron: Biology to Math

1 Lessons

1.1The Perceptron: Biology to MathREADING

Module 2: Neurons, Layers & Network Architecture

1 Lessons

2.1Neurons, Layers & Network ArchitectureREADING

Module 3: Activation Functions

Locked

3.1Activation FunctionsREADING

Module 4: Forward Propagation

Locked

4.1Forward PropagationREADING

Module 5: Loss Functions

Locked

5.1Loss FunctionsREADING

Module 6: Backpropagation: Calculus in Action

Locked

6.1Backpropagation: Calculus in ActionREADING

Full Syllabus Gated (9+ Modules)

Unlock Full Curriculum & Labs

Enroll to unlock all 11 modules, 11 coding labs, automated graded quizzes, solution walk-throughs & verified certificate.

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Lead Instructor & Mentor

Instructor

Passionate engineer and educator specializing in core algorithms, production backend systems, and modern AI engineering.