Unleash Machine Learning: Build Artificial Neuron in Python (Udemy.com)

A journey into Machine Learning concepts using your very own Artificial Neural Network: Load, Train, Predict, Evaluate

Created by: Razvan Pistolea

Produced in 2017

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What you will learn

  • Build from scratch your own Artificial Neural Network
  • Know the fundamentals of Machine Learning and ANN
  • Train your ANN using 3 different datasets with increasing complexity
  • Predict the correct output using your trained ANN
  • Evaluate the accuracy of your predictions
  • Use scikit-learn, numpy and opencv

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Quality Score

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Overall Score : 82 / 100

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Course Description

  • Cars that drive themselves hundreds of miles with no accidents?
  • Algorithms that recognize objects and faces from images with better performance than humans?
All possible thanks to Machine Learning!
In this course you will begin Machine Learning by implementing and using your own Artificial Neuronal Network for beginners.
In this Artificial Neuronal Network course you will:
  1. understand intuitively and mathematically the fundamentals of ANN
  2. implement from scratch a multi layer neuronal network in Python
  3. load and visually explore different datasets
  4. transform the data
  5. train you network and use it to make predictions
  6. measure the accuracy of your predictions
  7. use machine learning tools and techniques


Jump in directly:
  • All sourcecode and notebooks on public GitHub
  • Apply Machine Learning: section 4
  • Implement the ANN: section 3
  • Full ride: section 1, 2, 3, 4


Who this course is for:
  • SHOULD NOT: beginners in Python
  • SHOULD NOT: experts in Machine Learning
  • SHOULD: students that want to begin Machine Learning with concepts and tools
  • SHOULD: students who want to learn and gain insights into why Artificial Neural Networks are such a powerful and unique tool

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Instructor Details

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I am a Machine Learning Engineer, Deep Learning Engineer and even an Indie Game Developer with a Major in Compilers and a Master's degree in Artificial Intelligence from University Politehnica of Bucharest.
I am passionate about Games and Artificial Intelligence. I love to give life to A.I. agents in my project or my friend's projects and I want to teach you too.

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More courses by Razvan Pistolea

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Reviews

4.1

28 total reviews

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Too few contents.

Great course. Makes complex ideas seem simple :).

Quiet promising actually.

This has a bit of a slow start, but I am thinking it will get better.

The exercises are simple, but very easy to understand

What I am looking for

Very good and useful for my research work! Keep it up!

Informative!!!

Imformative!

The author appears knowledgeable about the content. However, the slides are terrible and handwritten (the handwriting is not great), and it takes very long going through each slide. It would be nice to have properly designed slides. Also, author seems to be reading his material from somewhere. And the quotes are fun and interesting but really just a space and time filler. The biology lesson about the neurons in the brain is also just a waste of time.

I'd rate the course higher if the author cut out the fat and got straight to the point faster. And presentations? let's move off an overhead-projector where we watch you draw everything in real time and onto powerpoint/video

a little slow but overall very good