Deep Learning with Tensorflow
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Transcript of Deep Learning with Tensorflow
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Deep Learning with TensorflowA workshop by MLDLC
http://mldlc.xyz
Manish Shivanandhanhttp://www.manishshivanandhan.com/
World Vision Indiahttps://www.worldvision.in/
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One of the fastest growing meetup groups worldwide
Machine Learning & Deep Learning Community400+ members in less than two months
Most active meetup group in Machine/Deep Learning topics
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About Me
Dropout, Consultant, Data Scientist
Adappt Ltd - Clients include WHO & Curation
Speaker on Technology & Startups
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Agenda
Introduction to Machine Learning & its concepts
Introduction to Deep Learning & Neural Networks
Application - Solving a computer vision problem (Handwriting recognition)
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Machine LearningThe art of finding patterns
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X 0 1 2 3 4 5
Y 0 1 4 9 16 25
F(x) = Y = X**2
● Classification, Regression● Supervised, Unsupervised,
Reinforcement
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Technique of using algorithms to classify/group inputs
Supervised & Unsupervised classifications
Discrete set of outputsEg. Binary, A-Z,Spam/Not spam
Classification
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Technique of using algorithms to predict future values
Supervised Regression
Continuous set of outputsEg. Stock prices, Housing prices, Volume predictions
Regression
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Deep LearningThe art of finding patterns with Neural Networks
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Why Neural Networks?
Amazingly high level of accuracy - Large Data sets needed
Efficient learning models - High processing power
Works only on complex data sets - Fails in simpler cases
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How Neural Nets Work?
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TensorflowA 10 minute crash course
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Handwriting Recognition - Computer Vision
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Let’s write some code...
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References & Resources
http://natureofcode.com/
http://neuralnetworksanddeeplearning.com/
https://www.udacity.com/course/deep-learning--ud730http://rodrigob.github.io/
https://www.kaggle.com/
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Cheers!