The table below looks at the statistics for Deep Learning skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Deep Learning over the 3 months to 28 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Deep Learning
Rank 811 963 993
Rank change year-on-year
+152 +30
Permanent jobs citing Deep Learning 88 14 1
As % of all permanent IT jobs located in the UK 0.091% 0.013% 0.001%
As % of the Processes & Methodologies category 0.10% 0.015% 0.001%
Number of salaries quoted 81 13 1
Median salary £65,000 £65,000 £42,500
Median salary % change year-on-year
- +52.94%
UK excluding London median salary £67,500 £35,652 -
% change year-on-year
+89.33% -

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
84858 95762 99159
As % of all permanent IT jobs located in the UK 88.03% 87.55% 85.33%
Number of salaries quoted 70966 78846 79114
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £30,750
10% offered a salary of more than £78,000 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Deep Learning
Jobs Demand Trend

The demand trend of job ads citing Deep Learning as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Deep Learning Jobs Demand Trend in the UK

Deep Learning
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Deep Learning within the UK.

Deep Learning Salary Trend in the UK

Deep Learning
Salary Histogram

This chart provides a salary histogram for IT jobs citing Deep Learning over the 3 months to 28 August 2016 within the UK.

Deep Learning Salary Histogram in the UK

Deep Learning
Top 11 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Deep Learning within the UK over the 3 months to 28 August 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +139 87 £65,000 - 25
London +108 75 £65,000 -27.77% 16
Cambridgeshire - 9 £70,000 - 3
Cambridge - 9 £70,000 - 3
East of England - 9 £70,000 - 3
City of London +60 7 £80,000 -40.74% 1
South East +28 2 £60,000 +68.29%
Southampton - 2 £60,000 -
Hampshire - 2 £60,000 -
Gloucestershire - 1 £47,500 -
South West - 1 £47,500 - 2

Deep Learning
Top 30 Related IT Skills

For the 6 months to 28 August 2016, IT jobs citing Deep Learning also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Deep Learning.

1 101 (75.37%) Machine Learning
2 76 (56.72%) Python
3 61 (45.52%) Artificial Intelligence
4 52 (38.81%) Computer Science
4 52 (38.81%) PhD
4 52 (38.81%) Algorithms
5 48 (35.82%) Degree
6 46 (34.33%) C++
7 37 (27.61%) Mathematics
8 36 (26.87%) Statistics
9 34 (25.37%) Analytics
10 31 (23.13%) Java
11 30 (22.39%) Big Data
12 25 (18.66%) Hadoop
12 25 (18.66%) Neural Network
12 25 (18.66%) Agile Software Development
13 24 (17.91%) Software Engineering
14 22 (16.42%) SQL
15 21 (15.67%) NumPy
16 20 (14.93%) R
16 20 (14.93%) Scala
16 20 (14.93%) Apache Spark
17 18 (13.43%) Theano
17 18 (13.43%) Physics
18 16 (11.94%) CUDA
19 15 (11.19%) Matplotlib
19 15 (11.19%) Scrum
19 15 (11.19%) TensorFlow
20 14 (10.45%) REST
20 14 (10.45%) NoSQL

Deep Learning
Top Related IT Skills by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 20 (14.93%) Apache Spark
2 3 (2.24%) nginx
2 3 (2.24%) SAS
3 2 (1.49%) Elasticsearch
4 1 (0.75%) Apache
Applications
1 5 (3.73%) MS Excel
2 1 (0.75%) SPSS
Business Applications
1 2 (1.49%) Dynamics CRM
Cloud Services
1 11 (8.21%) GitHub
2 4 (2.99%) Amazon AWS
3 2 (1.49%) Microsoft Azure
4 1 (0.75%) Amazon EC2
4 1 (0.75%) Amazon Kinesis
4 1 (0.75%) Amazon S3
4 1 (0.75%) Azure Machine Learning
4 1 (0.75%) Google Cloud Platform
Communications & Networking
1 6 (4.48%) Internet
2 4 (2.99%) TCP/IP
3 1 (0.75%) HTTPS
Database & Business Intelligence
1 30 (22.39%) Big Data
2 25 (18.66%) Hadoop
3 14 (10.45%) NoSQL
4 8 (5.97%) Apache Hive
5 6 (4.48%) Data Mining
5 6 (4.48%) MongoDB
5 6 (4.48%) Neo4j
5 6 (4.48%) PostgreSQL
5 6 (4.48%) RDBMS
5 6 (4.48%) Relational Database
6 5 (3.73%) MySQL
6 5 (3.73%) SQL Server
7 3 (2.24%) Flink
8 2 (1.49%) Apache Cassandra
9 1 (0.75%) Amazon Redshift
9 1 (0.75%) Data Warehouse
9 1 (0.75%) Pentaho
9 1 (0.75%) SQL Server 2008
9 1 (0.75%) SQL Server Analysis Services
9 1 (0.75%) Triplestore
Development Applications
1 11 (8.21%) Git (software)
2 4 (2.99%) GDB
2 4 (2.99%) Valgrind
3 3 (2.24%) JIRA
4 1 (0.75%) Axure RP
4 1 (0.75%) CircleCI
4 1 (0.75%) Codeship
4 1 (0.75%) Grunt
4 1 (0.75%) gulp
4 1 (0.75%) Jasmine
4 1 (0.75%) Mocha
4 1 (0.75%) Sinon.JS
4 1 (0.75%) Talend Open Studio
4 1 (0.75%) webpack
General
1 11 (8.21%) Finance
2 9 (6.72%) Marketing
3 7 (5.22%) Games
4 6 (4.48%) Law
4 6 (4.48%) Telecoms
5 4 (2.99%) Retail
6 2 (1.49%) Multimedia
7 1 (0.75%) Front Office
Job Titles
1 43 (32.09%) Developer
2 39 (29.10%) Data Scientist
3 20 (14.93%) Machine Learning Scientist
4 15 (11.19%) Software Engineer
5 13 (9.70%) C++ Developer
5 13 (9.70%) Python Developer
6 10 (7.46%) Machine Learning Engineer
7 8 (5.97%) Artificial Intelligence Developer
7 8 (5.97%) Senior Developer
8 7 (5.22%) Research Engineer
8 7 (5.22%) Research Scientist
9 6 (4.48%) Scala Developer
9 6 (4.48%) Senior Data Scientist
9 6 (4.48%) Software Developer
10 5 (3.73%) Agile Developer
10 5 (3.73%) Salesforce.com Developer
10 5 (3.73%) Senior Agile Developer
10 5 (3.73%) Senior Ruby Developer
10 5 (3.73%) Senior Scala Developer
10 5 (3.73%) Software Development Engineer
Libraries, Frameworks & Software Standards
1 21 (15.67%) NumPy
2 18 (13.43%) Theano
3 15 (11.19%) Matplotlib
3 15 (11.19%) TensorFlow
4 14 (10.45%) REST
5 13 (9.70%) OpenCL
6 11 (8.21%) Web Services
7 10 (7.46%) SciPy
8 9 (6.72%) Natural Language Processing
9 8 (5.97%) HTML
10 7 (5.22%) CSS
11 6 (4.48%) Akka
11 6 (4.48%) Django
11 6 (4.48%) jQuery
11 6 (4.48%) Play Framework
11 6 (4.48%) scikit-learn
11 6 (4.48%) Visualforce
12 5 (3.73%) OpenCV
12 5 (3.73%) RabbitMQ
12 5 (3.73%) SOAP
Miscellaneous
1 61 (45.52%) Artificial Intelligence
2 52 (38.81%) Algorithms
2 52 (38.81%) Computer Science
3 37 (27.61%) Mathematics
4 36 (26.87%) Statistics
5 25 (18.66%) Neural Network
6 18 (13.43%) Physics
7 16 (11.94%) CUDA
8 13 (9.70%) Analytical Skills
9 12 (8.96%) Visualisation
10 7 (5.22%) Fintech
10 7 (5.22%) User Experience
11 6 (4.48%) Applied Mathematics
11 6 (4.48%) Augmented Reality
11 6 (4.48%) Digital Media
12 5 (3.73%) Enterprise Software
13 4 (2.99%) Biometrics
13 4 (2.99%) Robotics
14 3 (2.24%) Chemistry
14 3 (2.24%) Life Science
Operating Systems
1 10 (7.46%) Linux
2 4 (2.99%) Android
2 4 (2.99%) Apple iOS
3 1 (0.75%) Mac OS
3 1 (0.75%) Windows
Processes & Methodologies
1 101 (75.37%) Machine Learning
2 34 (25.37%) Analytics
3 25 (18.66%) Agile Software Development
4 24 (17.91%) Software Engineering
5 15 (11.19%) Scrum
6 13 (9.70%) Computer Vision
7 12 (8.96%) Data Analytics
7 12 (8.96%) Predictive Analytics
8 11 (8.21%) Kanban
8 11 (8.21%) Neuroscience
9 10 (7.46%) Microservices
9 10 (7.46%) Statistical Modelling
9 10 (7.46%) TDD
10 8 (5.97%) OO
11 7 (5.22%) Bayesian Methods
11 7 (5.22%) Business Intelligence
12 6 (4.48%) Data Modelling
12 6 (4.48%) ETL
12 6 (4.48%) Migration
12 6 (4.48%) Random Forest
Programming Languages
1 76 (56.72%) Python
2 46 (34.33%) C++
3 31 (23.13%) Java
4 22 (16.42%) SQL
5 20 (14.93%) R
5 20 (14.93%) Scala
6 13 (9.70%) JavaScript
7 9 (6.72%) MATLAB
8 8 (5.97%) C#
8 8 (5.97%) Ruby
9 7 (5.22%) Apex Code
10 5 (3.73%) C
10 5 (3.73%) Erlang
10 5 (3.73%) Lua
11 4 (2.99%) SOQL
12 3 (2.24%) Julia
13 2 (1.49%) Assembly Language
13 2 (1.49%) Perl
14 1 (0.75%) PHP
14 1 (0.75%) Shell Script
Qualifications
1 52 (38.81%) PhD
2 48 (35.82%) Degree
3 5 (3.73%) Security Cleared
4 3 (2.24%) Postgraduate
Quality Assurance & Compliance
1 10 (7.46%) QA
2 1 (0.75%) WAI
System Software
1 6 (4.48%) HDFS
2 4 (2.99%) Docker
3 1 (0.75%) Apache Flume
Systems Management
1 1 (0.75%) Ansible
Vendors
1 9 (6.72%) Salesforce.com
2 3 (2.24%) Rally
3 2 (1.49%) Oracle
4 1 (0.75%) Google
4 1 (0.75%) Greenplum
4 1 (0.75%) IBM
4 1 (0.75%) Informatica
4 1 (0.75%) Microsoft
4 1 (0.75%) Tableau
4 1 (0.75%) Talend
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