Deep Learning for Vision

Course Code

dlv

Duration

21 hours (usually 3 days including breaks)

Requirements

Any programming language knowledge is required. Familiarity with Machine Learning is not required but beneficial.

Overview

Audience

This course is suitable for Deep Learning researchers and engineers interested in utilizing available tools (mostly open source ) for analyzing computer images

This course provide working examples.

Course Outline

Deep Learning vs Machine Learning vs Other Methods

  • When Deep Learning is suitable
  • Limits of Deep Learning
  • Comparing accuracy and cost of different methods

Methods Overview

  • Nets and  Layers
  • Forward / Backward: the essential computations of layered compositional models.
  • Loss: the task to be learned is defined by the loss.
  • Solver: the solver coordinates model optimization.
  • Layer Catalogue: the layer is the fundamental unit of modeling and computation
  • Convolution​

Methods and models

  • Backprop, modular models
  • Logsum module
  • RBF Net
  • MAP/MLE loss
  • Parameter Space Transforms
  • Convolutional Module
  • Gradient-Based Learning 
  • Energy for inference,
  • Objective for learning
  • PCA; NLL: 
  • Latent Variable Models
  • Probabilistic LVM
  • Loss Function
  • Detection with Fast R-CNN
  • Sequences with LSTMs and Vision + Language with LRCN
  • Pixelwise prediction with FCNs
  • Framework design and future

Tools

  • Caffe
  • Tensorflow
  • R
  • Matlab
  • Others...

Bookings, Prices and Enquiries

Private Classroom

Private Remote

From $5250 (341)

Public Classroom

Cannot find a suitable date? Choose Your Course Date >>Too expensive? Suggest your price

Course Discounts

Course Venue Course Date Course Price [Remote / Classroom]
Neural Network in R MA, Boston - Federal Street Mon, Jul 2 2018, 9:30 am $3150 / $4390
Java Persistence with Hibernate IL, Chicago - CBD - West Loop Riverside Plaza Center Thu, Jul 5 2018, 9:30 am $2970 / $4170
PostgreSQL Administration and Development Atlanta, GA - One West Court Square Tue, Jul 17 2018, 9:30 am $5940 / $7940
Business Process Modelling in BPMN 2.0 MA, Burlington - District Avenue Tue, Jul 17 2018, 9:30 am $4725 / $6725
Haskell Fundamentals OH, Columbus - Galleria at PNC Plaza Tue, Dec 11 2018, 9:30 am $2700 / $4000
MoDAF/NAF Introduction TX, Austin - Littlefield Congress Fri, Dec 28 2018, 9:30 am $1575 / $2575

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