Deep Learning with Theano

Deep Learning with Theano

course

Learn the Deep Learning library for Scientific Computing

Classes : 20                  Days : 2 months                  Duration : Weekdays / Weekends

Theano is a numerical computation library for Python. It is a common choice for implementing neural network models as it allows you to efficiently define, optimize and evaluate mathematical expressions, including multi-dimensional arrays.

Theano makes it possible to attain high speeds that give a tough competition to hand-crafted C implementations for problems involving large amounts of data.

It can take advantage of recent GPUs which makes it perform better than C on a CPU by considerable orders of magnitude under certain circumstances.

Theano has got an amazing compiler which can do various optimizations of varying complexity.

A few of such optimizations are:

Arithmetic simplification (e.

g: --x -> x; x + y - x -> y)

Using memory aliasing to avoid calculation

Constant folding

Merging similar subgraphs, to avoid redundant calculation

Loop fusion for elementwise sub-expressions

GPU computations

-You have hands on exp with ML / Hadoop technologies with a genuine interest in DL.

-You need to know basic python such as lists, dictionaries, loops, functions and classes

-You need to know basic differentiation

-You need to know basic algebra

Introduction

Installation

A Trivial Theano Expression

Expression for Matrix Multiplication

Computational Graph

Data Types

Variables

Shared Variables

Functions

Bhawana

Fabulous NLP + ML course

I have eleven plus years of experience taking training courses. I do not usually complete surveys.
Your instructor was excellent, the best I've experienced on a software subject, and I couldn't imagine him doing a better job of seamlessly walking students through a breadth of information for such complex subject like AI and ML. he did a fabulous job pacing everything and addressing student questions. I am very impressed.

Harish

Excellent ML course!

The course was well structured and easy to understand. Good pace of learning.
The institute believes to provide knowledge as well as guidance in detail to each & every student.
I completed my ML course from the institute. Their international exp does help a lot !
Thanks for the training sir.

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