## Sunday, December 31, 2017

### The European Quantum Technologies Roadmap

An updated summary of the 150-page QT Roadmap: link

Labels:
communication,
computer science,
engineering,
Innovation

## Sunday, December 3, 2017

### Bricklaying Bot

Bricklaying robot lays 1,000+ bricks per hour! The Caterpillar-backed bot could be in production by the end of year. more

## Friday, November 17, 2017

### CapsuleNet

Are we at the dawn of a new era in convolutional networks?

Is it possible to combine CapsuleNet with CortexNet?

__________________________________

Technology Review

ML Review

__________________________________

2017

Dynamic Routing Between Capsules

Sara Sabour, Nicholas Frosst, Geoffrey Hinton

more

(Under review; submitted to ICLR 2018)

Matrix capsules with EM routing

more

2014

Optimizing Neural Networks that Generate Images

Tijmen Tieleman

See page 26

2011

Transforming Auto-encoders

Geoffrey Hinton, Alex Krizhevsky, Sida D. Wang

more

2006

To Recognize Shapes, First Learn to Generate Images

Geoffrey Hinton

See page 4, "fifth strategy"

1995

The wake-sleep algorithm for unsupervised neural networks

Geoffrey Hinton, Peter Dayan, Brendan Frey, Radford Neal

more

1981

Shape representation in parallel systems

Geoffrey Hinton

more

1979

Some demonstrations of the effects of structural descriptions in mental imagery

Geoffrey Hinton

more

1958

Oliver Selfridge

Pandemonium: A paradigm for learning

See also

__________________________________

2017

Aurélien Géron

Capsule Networks (CapsNet) - Tutorial

more

How to implement CapsNets using TensorFlow

more

2014

Geoffrey Hinton

What is wrong with Convolutional Neural Networks?

more

2012

Geoffrey Hinton: "Does the Brain do Inverse Graphics?"

more

__________________________________

Adrian Colyer

Dynamic routing between capsules

more

Max Pechyonkin

Understanding Hinton’s Capsule Networks. Part I: Intuition

more

Understanding Hinton’s Capsule Networks. Part II: How Capsules Work

more

Understanding Hinton’s Capsule Networks. Part III: Dynamic Routing Between Capsules

more

Jonathan Hui

Understanding Dynamic Routing between Capsules (Capsule Network)

more

Kendrick Tan

Capsule Networks Explained

more

Mike Ross

A Visual Representation of Capsule Network Computations

more

Debarko De

What is a CapsNet or Capsule Network?

more

Thibault Neveu

Understand and apply CapsNet on Traffic sign classification

more

__________________________________

dynamic_routing_between_capsules

capsule_networks_explained

a_visual_representation_of_capsule_network

How to treat Hinton's thesis "Dynamic Routing Between Capsules"? (Chinese)

more

__________________________________

CapsuleNet on TensorFlow on MNIST

CapsuleNet in Keras on MNIST

CapsuleNet in Keras on Cifar dataset

CapsuleNet in TensorFlow on German traffic sign dataset

CapsuleNet in TensorFlow on MNIST

CapsuleNet in Kaggle on MNIST

Is it possible to combine CapsuleNet with CortexNet?

__________________________________

**News:**Technology Review

ML Review

__________________________________

**Notable papers:**2017

Dynamic Routing Between Capsules

Sara Sabour, Nicholas Frosst, Geoffrey Hinton

more

(Under review; submitted to ICLR 2018)

Matrix capsules with EM routing

more

2014

Optimizing Neural Networks that Generate Images

Tijmen Tieleman

See page 26

2011

Transforming Auto-encoders

Geoffrey Hinton, Alex Krizhevsky, Sida D. Wang

more

2006

To Recognize Shapes, First Learn to Generate Images

Geoffrey Hinton

See page 4, "fifth strategy"

1995

The wake-sleep algorithm for unsupervised neural networks

Geoffrey Hinton, Peter Dayan, Brendan Frey, Radford Neal

more

1981

Shape representation in parallel systems

Geoffrey Hinton

more

1979

Some demonstrations of the effects of structural descriptions in mental imagery

Geoffrey Hinton

more

1958

Oliver Selfridge

Pandemonium: A paradigm for learning

See also

__________________________________

**Video:**2017

Aurélien Géron

Capsule Networks (CapsNet) - Tutorial

more

How to implement CapsNets using TensorFlow

more

2014

Geoffrey Hinton

What is wrong with Convolutional Neural Networks?

more

2012

Geoffrey Hinton: "Does the Brain do Inverse Graphics?"

more

__________________________________

**Blogs:**Adrian Colyer

Dynamic routing between capsules

more

Max Pechyonkin

Understanding Hinton’s Capsule Networks. Part I: Intuition

more

Understanding Hinton’s Capsule Networks. Part II: How Capsules Work

more

Understanding Hinton’s Capsule Networks. Part III: Dynamic Routing Between Capsules

more

Jonathan Hui

Understanding Dynamic Routing between Capsules (Capsule Network)

more

Kendrick Tan

Capsule Networks Explained

more

Mike Ross

A Visual Representation of Capsule Network Computations

more

Debarko De

What is a CapsNet or Capsule Network?

more

Thibault Neveu

Understand and apply CapsNet on Traffic sign classification

more

__________________________________

**Discussion:**dynamic_routing_between_capsules

capsule_networks_explained

a_visual_representation_of_capsule_network

How to treat Hinton's thesis "Dynamic Routing Between Capsules"? (Chinese)

more

__________________________________

**Implementation:**CapsuleNet on TensorFlow on MNIST

CapsuleNet in Keras on MNIST

CapsuleNet in Keras on Cifar dataset

CapsuleNet in TensorFlow on German traffic sign dataset

CapsuleNet in TensorFlow on MNIST

CapsuleNet in Kaggle on MNIST

## Wednesday, July 19, 2017

### Amazon Alexa’s Ashwin Ram talks AI with Sebastian Thrun

Required viewing for anyone interested in the past, present, and future of AI: here

## Wednesday, July 12, 2017

### Public LiDAR data set

New York University releases a large laser scanned data set for urban development.

## Tuesday, July 11, 2017

### Motion vectors, inertia, and strategy

For a deeper understanding of vectors, inertia, and motion strategy, see Racetrack:

Try not to crash online here.

Further discussion here.

Try not to crash online here.

Further discussion here.

Labels:
computer science,
education,
public safety,
robotics,
simulation,
transportation

## Saturday, July 8, 2017

### Autonomous Driving

FYI: an open-access overview of autonomous driving

Labels:
engineering,
intelligence,
public safety,
robotics,
transportation

## Sunday, April 9, 2017

### Algorithm

One of the earliest-known entries of the word "algorithm" in a dictionary can be found in Samuel Johnson's Dictionary of the English Language from 1785.

The entry on page 130 reads (approximately): algorithm: Arabic words, which are used to imply the six operations of arithmetic, or the science of numbers.

Today, "algorithm" is defined as:

- A well-defined procedure to solve a problem.

- A clearly specified set of simple instructions to be followed to solve a problem.

- A finite, deterministic, and effective problem-solving method.

- An explicit, precise, unambiguous, mechanically-executable sequence of elementary instructions.

- A sequence of computational steps that transform input into output.

- A set of rules that precisely defines a sequence of operations.

- A precisely defined set of mathematical or logical operations for the performance of a particular task.

- A step-by-step process to efficiently reach the desired goal.

- A systematic method for solving a problem.

1. Jeff Erickson's algorithms notes

2. Introduction to Algorithms / Cormen, Leiserson, Rivest, Stein / MIT Press link

3. Introduction to Computer Organization and Data Structures (1972 ed.) / Stone / McGraw-Hill, New York.

4. OED Online, Oxford University Press, June 2019, www.oed.com/view/Entry/4959

5. Arizona State University graduate course syllabus "Foundations of Algorithms" CSE 551

6. Universal Book of Mathematics / Darling / Wiley / 2004

See also: wikipedia

The entry on page 130 reads (approximately): algorithm: Arabic words, which are used to imply the six operations of arithmetic, or the science of numbers.

Today, "algorithm" is defined as:

- A well-defined procedure to solve a problem.

- A clearly specified set of simple instructions to be followed to solve a problem.

- A finite, deterministic, and effective problem-solving method.

- An explicit, precise, unambiguous, mechanically-executable sequence of elementary instructions.

^{1}- A sequence of computational steps that transform input into output.

^{2}- A set of rules that precisely defines a sequence of operations.

^{3}- A precisely defined set of mathematical or logical operations for the performance of a particular task.

^{4}- A step-by-step process to efficiently reach the desired goal.

^{5}- A systematic method for solving a problem.

^{6}1. Jeff Erickson's algorithms notes

2. Introduction to Algorithms / Cormen, Leiserson, Rivest, Stein / MIT Press link

3. Introduction to Computer Organization and Data Structures (1972 ed.) / Stone / McGraw-Hill, New York.

4. OED Online, Oxford University Press, June 2019, www.oed.com/view/Entry/4959

5. Arizona State University graduate course syllabus "Foundations of Algorithms" CSE 551

6. Universal Book of Mathematics / Darling / Wiley / 2004

See also: wikipedia

## Monday, January 9, 2017

### Applying Deep Learning to Detect Damage in Urban Areas

Analyze and estimate the extent of damage in a disaster area: Link

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