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Free Data Science ★ 4.5 8,066 students 2 hours

Neural Networks Made Easy

So easy, your dog could learn them!

Description


Wanna understand deep learning and neural networks so well, you could code them from scratch? In this course, we’ll do exactly that.

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The course starts by motivating and explaining perceptrons, and then gradually works its way toward deriving and coding a multiclass neural network with stochastic gradient descent that can recognize hand-written digits from the famous MNIST dataset.

Course Goals

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This course is all about understanding the fundamentals of neural networks. So, it does not discuss TensorFlow, PyTorch, or any other neural network libraries. However, by the end of this course, you should understand neural networks so well that learning TensorFlow and PyTorch should be a breeze!

Challenges

In this course, I present a number of coding challenges inside the video lectures. The general approach is, we’ll discuss an idea and the theory behind it, and then you’re challenged to implement the idea / algorithm in Python. I’ll discuss my solution to every challenge, and my code is readily available on github.

Prerequisites

In this course, we’ll be using Python, NumPy, Pandas, and good bit of calculus. ..but don’t let the math scare you. I explain everything in great detail with examples and visuals.

If you’re rusty on your NumPy or Pandas, check out my free courses Python NumPy For Your Grandma and Python Pandas For Your Grandpa.


Total Students8066
Duration2 hours
LanguageEnglish (US)
Number of lectures15
Number of quizzes0
Total Reviews67
Global Rating4.46
Instructor NameBen Gorman

Course Insights (for Students)

Actionable, non-generic pointers before you enroll

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Student Satisfaction

86% positive recent sentiment

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Momentum

🔥 Trending

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Time & Value

  • Est. time: 2 hours
  • Practical value: 7/10

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Roadmap Fit

  • Beginner → Beginner → Advanced

Key Takeaways for Learners

  • Hands-on practice
  • Real-world examples
  • Project-based learning
  • Hands On
  • Clear Explanation

Course Review Summary

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What learners praise

  • Hands On
  • Clear Explanation
  • Real World
  • Well Structured

Watch-outs

No consistent issues reported.

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Difficulty

Beginner

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Best suited for

New learners starting from zero

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