Beginner SML-301 ⏱ 10 weeks 📚 19 topics

Beginner Deep Learning Certification

Start your deep learning journey with fundamentals, basic neural networks, and your first deep learning models

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Questions

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Pass Score

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Time Limit

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What You'll Demonstrate

  • Understand the fundamentals of deep learning and neural networks
  • Build neural networks from scratch using mathematical concepts
  • Implement regression and classification models with deep learning
  • Train and optimize deep learning models using PyTorch and TensorFlow
  • Apply deep learning to solve real-world problems
  • Debug and improve neural network performance

Topics Covered by This Exam

1

Introduction to Deep Learning

45 minutes

lesson
2

Key Concepts in Deep Learning

60 minutes

lesson
3

Basic Statistics for Deep Learning

90 minutes

lesson
4

Basic Linear Algebra for Deep Learning

120 minutes

lesson
5

Gradient Descent and Optimization

90 minutes

lesson
6

Regression and Classification

75 minutes

lesson
7

Datasets and Loss Functions

90 minutes

lesson
8

Optimization Techniques

75 minutes

lesson
9

Linear Regression with Deep Learning

120 minutes

lesson
10

Binary Logistic Regression

120 minutes

lesson
11

Multiclass Logistic Regression

120 minutes

lesson
12

Your First Deep Learning Model

150 minutes

lesson
13

Understanding Nonlinearities

75 minutes

lesson
14

Output Representations

75 minutes

lesson
15

Loss Functions Deep Dive

60 minutes

lesson
16

Stochastic Gradient Descent

90 minutes

lesson
17

Training Deep Networks in PyTorch

150 minutes

lesson
18

Training Deep Networks in TensorFlow

150 minutes

lesson
19

Building Your First Neural Network Project

240 minutes

project

Adaptive Exam Format

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Progressive Difficulty

Questions advance from Easy → Medium → Hard as you proceed through the exam

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Single & Multi Select

Mix of single-answer and multi-answer questions to assess depth of knowledge

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Randomised Bank

Questions are drawn randomly from a larger question bank — no two exams are the same

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Badge & Certificate

Digital badge and printable certificate issued immediately upon passing