Advanced Deep Learning Training Course

Course CodeCourse Code

dladv

Duration Duration

28 hours (usually 4 days including breaks)

Requirements Requirements

Good understanding of Machine Learning. At least theoretical knowledge of Deep Learning.

Course OutlineCourse Outline

  • Machine Learning Limitations
  • Machine Learning, Non-linear mappings
  • Neural Networks
  • Non-Linear Optimization, Stochastic/MiniBatch Gradient Decent
  • Back Propagation
  • Deep Sparse Coding
  • Sparse Autoencoders (SAE)
  • Convolutional Neural Networks (CNNs)
  • Successes: Descriptor Matching
  • Stereo-based Obstacle
  • Avoidance for Robotics
  • Pooling and invariance
  • Visualization/Deconvolutional Networks
  • Recurrent Neural Networks (RNNs) and their optimizaiton
  • Applications to NLP
  • RNNs continued,
  • Hessian-Free Optimization
  • Language analysis: word/sentence vectors, parsing, sentiment analysis, etc.
  • Probabilistic Graphical Models
  • Hopfield Nets, Boltzmann machines, Restricted Boltzmann Machines
  • Hopfield Networks, (Restricted) Bolzmann Machines
  • Deep Belief Nets, Stacked RBMs
  • Applications to NLP , Pose and Activity Recognition in Videos
  • Recent Advances
  • Large-Scale Learning
  • Neural Turing Machines

 

TestimonialsTestimonials

The global overview of deep learning

Bruno Charbonnier - OSONES

The exercises are sufficiently practical and do not need a high knowledge in Python to be done.

Alexandre GIRARD - OSONES

Doing exercises on real examples using Keras. Mihaly totally understood our expectations about this training.

Paul Kassis - OSONES

Bookings, Prices and EnquiriesBookings, Prices and Enquiries

Guaranteed to run even with a single delegate!
Private Classroom
 
Private Classroom
Participants are from one organisation only. No external participants are allowed. Usually customised to a specific group, course topics are agreed between the client and the trainer.
Private Remote
From £5200
Private Remote
The instructor and the participants are in two different physical locations and communicate via the Internet. More Information

The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Private Remote
1 £5200
2 £3500
3 £2933
4 £2650
Public Classroom
From £5800
(95)
Public Classroom
Participants from multiple organisations. Topics usually cannot be customised

The more delegates, the greater the savings per delegate. Table reflects price per delegate and is used for illustration purposes only, actual prices may differ.

Number of Delegates Public Classroom
1 £5800
2 £3825
3 £3167
4 £2838
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Related Categories

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Upcoming Courses

VenueCourse DateCourse Price [Remote / Classroom]
York - Priory Street Centre Tue, 2018-01-30 09:30£5200 / £5800
Edinburgh Training and Conference VenueMon, 2018-02-05 09:30£5200 / £5500
GlasgowTue, 2018-02-06 09:30£5200 / £6600
CambridgeTue, 2018-02-06 09:30£5200 / £6100
Plymouth Drake CircusMon, 2018-02-12 09:30£5200 / £5800

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