Neural Networks in Python

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Neural Networks in Python A workshop by MLDLC http://mldlc.xyz Manish Shivanandhan Machine Learning Engineer, Adappt Ltd. http://www.manishshivanandhan.com/

Transcript of Neural Networks in Python

Neural Networks in PythonA workshop by MLDLC

http://mldlc.xyz

Manish Shivanandhan

Machine Learning Engineer, Adappt Ltd.

http://www.manishshivanandhan.com/

● One of the fastest growing meetup groups worldwide

Machine Learning & Deep Learning Community

● 500+ members in 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 basic pattern recognition

● Mechanics of Neural Networks

● Advanced Neural Networks - CNN, RNN

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

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?

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Convolutional Neural NetworksEg. Image recognition

Recurrent Neural NetworksEg. Text generation