Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity •...
Transcript of Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity •...
![Page 1: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/1.jpg)
AndrewNg
IntroductiontoDeepLearning
Welcomedeeplearning.ai
![Page 2: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/2.jpg)
AndrewNg
• AI is the new Electricity• Electricity had once transformed
countless industries: transportation, manufacturing, healthcare, communications, and more
• AI will now bring about an equally big transformation.
![Page 3: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/3.jpg)
AndrewNg
What you’ll learnCourses in this sequence (Specialization):1. Neural Networks and Deep Learning2. Improving Deep Neural Networks: Hyperparameter
tuning, Regularization and Optimization3. Structuring your Machine Learning project4. Convolutional Neural Networks5. Natural Language Processing: Building sequence models
![Page 4: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/4.jpg)
IntroductiontoDeepLearning
WhatisaNeuralNetwork?deeplearning.ai
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Housing Price Prediction
size of house
pric
e
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Housing Price Prediction
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#bedrooms
zip code
wealth
size
Housing Price Prediction
!"
!#
!$
!%
y
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IntroductiontoDeepLearning
SupervisedLearningwithNeuralNetworksdeeplearning.ai
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Supervised LearningOutput (y) ApplicationInput(x)
Click on ad? (0/1) Online AdvertisingAd, user info
Object (1,…,1000) Photo taggingImage
Text transcript Speech recognitionAudio
Price Real EstateHome features
Chinese Machine translationEnglish
Position of other cars Autonomous drivingImage, Radar info
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Neural Network examples
Standard NN Recurrent NN Convolutional NN
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Size #bedrooms … Price (1000$s)21041600 2400 �
3000
333�4
400330369 �
540
Structured DataSupervised Learning
User Age Ad Id … Click418018�
27
932429328787312�
71244
101�1
Unstructured Data
Image
Four scores and seven years ago…
Text
Audio
![Page 12: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/12.jpg)
AndrewNg
IntroductiontoNeuralNetworks
WhyisDeepLearningtakingoff?deeplearning.ai
![Page 13: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/13.jpg)
AndrewNg
Scale drives deep learning progress
Amount of data
Per
form
ance
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AndrewNg
• Data
• Computation
• Algorithms
Idea
Experiment Code
Scale drives deep learning progress
![Page 15: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/15.jpg)
AndrewNg
IntroductiontoNeuralNetworks
AboutthisCoursedeeplearning.ai
![Page 16: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/16.jpg)
AndrewNg
Courses in this Specialization
1. NeuralNetworksandDeepLearning2. ImprovingDeepNeuralNetworks:Hyperparameter
tuning,RegularizationandOptimization3. StructuringyourMachineLearningproject4. ConvolutionalNeuralNetworks5. NaturalLanguageProcessing:Buildingsequencemodels
![Page 17: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/17.jpg)
AndrewNg
Outline of this Course
Week 1: Introduction
Week 2: Basics of Neural Network programming
Week 3: One hidden layer Neural Networks
Week 4: Deep Neural Networks
![Page 18: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/18.jpg)
IntroductiontoDeepLearning
SupervisedLearningwithNeuralNetworksdeeplearning.ai
![Page 19: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/19.jpg)
Supervised LearningOutput (y) ApplicationInput(x)
Click on ad? (0/1) Online AdvertisingAd, user info
Object (1,…,1000) Photo taggingImage
Text transcript Speech recognitionAudio
Price Real EstateHome features
Chinese Machine translationEnglish
Position of other cars Autonomous drivingImage, Radar info
![Page 20: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/20.jpg)
Neural Network examples
Standard NN Recurrent NN Convolutional NN
![Page 21: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/21.jpg)
Size #bedrooms … Price (1000$s)21041600 2400 �
3000
333�4
400330369 �
540
Structured DataSupervised Learning
User Age Ad Id … Click418018�
27
932429328787312�
71244
101�1
Unstructured Data
Image
Four scores and seven years ago…
Text
Audio
![Page 22: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/22.jpg)
AndrewNg
IntroductiontoNeuralNetworks
WhyisDeepLearningtakingoff?deeplearning.ai
![Page 23: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/23.jpg)
AndrewNg
Scale drives deep learning progress
Amount of data
Per
form
ance
![Page 24: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/24.jpg)
AndrewNg
• Data
• Computation
• Algorithms
Idea
Experiment Code
Scale drives deep learning progress
![Page 25: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/25.jpg)
AndrewNg
IntroductiontoNeuralNetworks
AboutthisCoursedeeplearning.ai
![Page 26: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/26.jpg)
AndrewNg
Courses in this Specialization
1. NeuralNetworksandDeepLearning2. ImprovingDeepNeuralNetworks:Hyperparameter
tuning,RegularizationandOptimization3. StructuringyourMachineLearningproject4. ConvolutionalNeuralNetworks5. NaturalLanguageProcessing:Buildingsequencemodels
![Page 27: Introduction to Deep Learning › files › C1M1.pdf · • AI is the new Electricity • Electricity had once transformed countless industries: transportation, manufacturing, healthcare,](https://reader034.fdocuments.in/reader034/viewer/2022042323/5f0deb697e708231d43cbb07/html5/thumbnails/27.jpg)
AndrewNg
Outline of this Course
Week 1: Introduction
Week 2: Basics of Neural Network programming
Week 3: One hidden layer Neural Networks
Week 4: Deep Neural Networks