deep learning with tensorflow
TRANSCRIPT
Deep Learning with TensorflowA workshop by MLDLC
http://mldlc.xyz
Manish Shivanandhanhttp://www.manishshivanandhan.com/
World Vision Indiahttps://www.worldvision.in/
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
About Me
Dropout, Consultant, Data Scientist
Adappt Ltd - Clients include WHO & Curation
Speaker on Technology & Startups
Agenda
Introduction to Machine Learning & its concepts
Introduction to Deep Learning & Neural Networks
Application - Solving a computer vision problem (Handwriting recognition)
Machine LearningThe art of finding patterns
X 0 1 2 3 4 5
Y 0 1 4 9 16 25
F(x) = Y = X**2
● Classification, Regression● Supervised, Unsupervised,
Reinforcement
Technique of using algorithms to classify/group inputs
Supervised & Unsupervised classifications
Discrete set of outputsEg. Binary, A-Z,Spam/Not spam
Classification
Technique of using algorithms to predict future values
Supervised Regression
Continuous set of outputsEg. Stock prices, Housing prices, Volume predictions
Regression
Deep LearningThe art of finding patterns with Neural Networks
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
How Neural Nets Work?
TensorflowA 10 minute crash course
Handwriting Recognition - Computer Vision
Let’s write some code...
References & Resources
http://natureofcode.com/
http://neuralnetworksanddeeplearning.com/
https://www.udacity.com/course/deep-learning--ud730http://rodrigob.github.io/
https://www.kaggle.com/
Cheers!