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?

http://youtube.com/v/nrnxZVEHZCo

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!