Deep Learning with Theano
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
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
-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
Installation
A Trivial Theano Expression
Expression for Matrix Multiplication
Computational Graph
Data Types
Variables
Shared Variables
Functions
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Student Reviews
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.