Period
to 20 October 2018

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Deep Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Deep Learning over the 6 months to 20 October 2018 with a comparison to the same period in the previous 2 years.

Deep Learning
England > London
6 months to
20 Oct 2018
Same period 2017 Same period 2016
Rank 394 567 724
Rank change year-on-year +173 +157 +168
Permanent jobs citing Deep Learning 503 283 134
As % of all permanent IT jobs advertised in London 0.75% 0.38% 0.17%
As % of the Processes & Methodologies category 0.81% 0.41% 0.19%
Number of salaries quoted 433 239 117
London median annual salary £75,000 £65,000 £65,000
Median salary % change year-on-year +15.38% - -40.91%
10th Percentile £50,000 £45,000 £45,000
90th Percentile £132,500 £97,750 £85,000
England median annual salary £65,000 £65,000 £65,000

Deep Learning is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 61,894 68,868 70,789
As % of all permanent IT jobs advertised in London 91.69% 92.82% 92.01%
Number of salaries quoted 49,732 52,697 61,082
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,500
90th Percentile £95,000 £90,000 £87,500
England median annual salary £52,225 £50,000 £50,000
% change year-on-year +4.45% - +5.26%

Deep Learning
Job Vacancy Trend in London

Job postings citing Deep Learning as a percentage of all IT jobs advertised in London.

Job vacancy trend for Deep Learning in London

Deep Learning
Salary Trend in London

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

Salary trend for Deep Learning in London

Deep Learning
Salary Histogram in London

The salary distribution of IT jobs citing Deep Learning in London over the 6 months to 20 October 2018.

Salary histogram for Deep Learning in London

Deep Learning
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Deep Learning within the London region over the 6 months to 20 October 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Central London +13 72 £75,000 +9.09% 14
West London +61 23 £60,000 +135.29% 7
East London +7 23 £95,000 +7.04% 2
North London -1 2 £65,000 +4.00% 2
Deep Learning
England

For the 6 months to 20 October 2018, IT jobs citing Deep Learning also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Deep Learning.

1 442 (87.87%) Machine Learning
2 417 (82.90%) Python
3 279 (55.47%) Artificial Intelligence
4 254 (50.50%) Natural Language Processing
5 214 (42.54%) Data Science
6 202 (40.16%) Neural Network
7 197 (39.17%) PhD
8 178 (35.39%) TensorFlow
9 171 (34.00%) Algorithms
10 167 (33.20%) C++
11 147 (29.22%) Statistics
12 139 (27.63%) Software Engineering
12 139 (27.63%) Analytics
13 137 (27.24%) Bayesian Methods
14 135 (26.84%) Computer Science
15 132 (26.24%) Mathematics
16 118 (23.46%) Java
17 114 (22.66%) Big Data
18 111 (22.07%) Probabilistic Modelling
19 108 (21.47%) Apache Spark
20 104 (20.68%) SQL
21 102 (20.28%) R
22 99 (19.68%) Reinforcement Learning
23 95 (18.89%) Hadoop
24 92 (18.29%) Finance
25 90 (17.89%) Amazon AWS
26 83 (16.50%) Degree
27 73 (14.51%) C
28 72 (14.31%) Physics
29 69 (13.72%) Computer Vision

Deep Learning
Co-occurring IT Skills in London 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
1 108 (21.47%) Apache Spark
2 16 (3.18%) Apache
3 15 (2.98%) Elasticsearch
4 14 (2.78%) SAS
5 12 (2.39%) Apache Pig
6 10 (1.99%) Amazon Alexa
7 9 (1.79%) WordPress
8 6 (1.19%) Kinematics
9 3 (0.60%) Jupyter
10 1 (0.20%) Cloud Foundry
10 1 (0.20%) Confluence
Applications
1 16 (3.18%) Chatbot
2 1 (0.20%) Adobe Illustrator
2 1 (0.20%) Microsoft Excel
2 1 (0.20%) Mingle
2 1 (0.20%) Photoshop
2 1 (0.20%) SPSS
2 1 (0.20%) Weka
Cloud Services
1 90 (17.89%) Amazon AWS
2 45 (8.95%) Microsoft Azure
3 25 (4.97%) Google Cloud Platform
4 18 (3.58%) SaaS
5 14 (2.78%) Cortana Intelligence Suite
5 14 (2.78%) Siri
6 10 (1.99%) Amazon SageMaker
7 9 (1.79%) GitHub
8 7 (1.39%) Serverless
9 5 (0.99%) Cloud Computing
10 4 (0.80%) Amazon Kinesis
10 4 (0.80%) AWS Lambda
10 4 (0.80%) BrowserStack
11 3 (0.60%) Amazon EMR
12 2 (0.40%) AWS Fargate
12 2 (0.40%) IaaS
12 2 (0.40%) PaaS
13 1 (0.20%) Amazon EC2
13 1 (0.20%) Amazon SQS
13 1 (0.20%) CloudFront
Communications & Networking
1 10 (1.99%) DNS
1 10 (1.99%) Firewall
1 10 (1.99%) OpenVPN
1 10 (1.99%) OPNsense
2 5 (0.99%) HTTP
3 3 (0.60%) Internet
Database & Business Intelligence
1 114 (22.66%) Big Data
2 95 (18.89%) Hadoop
3 47 (9.34%) Apache Hive
4 46 (9.15%) NoSQL
5 32 (6.36%) PostgreSQL
6 31 (6.16%) HBase
6 31 (6.16%) QlikView
7 29 (5.77%) Text Mining
8 25 (4.97%) MongoDB
9 24 (4.77%) Apache Cassandra
10 23 (4.57%) Data Mining
11 17 (3.38%) Data Lake
12 16 (3.18%) Neo4j
13 13 (2.58%) Relational Database
14 10 (1.99%) Amazon Redshift
14 10 (1.99%) Cosmos DB
15 9 (1.79%) Data Warehouse
16 8 (1.59%) Power BI
17 7 (1.39%) BigQuery
17 7 (1.39%) Redis
Development Applications
1 39 (7.75%) Git (software)
2 32 (6.36%) Jenkins
3 15 (2.98%) Vagrant
4 12 (2.39%) CMake
4 12 (2.39%) Visual Studio
5 10 (1.99%) Atlassian Bamboo
6 7 (1.39%) Selenium
7 6 (1.19%) Cucumber
7 6 (1.19%) TeamCity
8 5 (0.99%) Gradle
8 5 (0.99%) Grunt
8 5 (0.99%) gulp
8 5 (0.99%) JIRA
9 4 (0.80%) Artifactory
9 4 (0.80%) Octopus Deploy
10 3 (0.60%) JUnit
10 3 (0.60%) Maven
11 2 (0.40%) Eclipse
11 2 (0.40%) FindBugs
11 2 (0.40%) IntelliJ
General
1 92 (18.29%) Finance
2 43 (8.55%) Publishing
3 37 (7.36%) Games
4 31 (6.16%) Banking
5 30 (5.96%) Retail
6 23 (4.57%) Electronics
7 20 (3.98%) Marketing
8 19 (3.78%) Law
9 13 (2.58%) Investment Banking
10 12 (2.39%) Telecoms
11 8 (1.59%) Front Office
11 8 (1.59%) Legal
12 6 (1.19%) Advertising
12 6 (1.19%) Corporate Banking
12 6 (1.19%) Manufacturing
13 4 (0.80%) Japanese Language
14 3 (0.60%) Retail Banking
15 1 (0.20%) Aerospace
15 1 (0.20%) Automotive
15 1 (0.20%) Military
Job Titles
1 155 (30.82%) Data Scientist
2 82 (16.30%) Machine Learning Researcher
3 78 (15.51%) Senior Data Scientist
4 51 (10.14%) Machine Learning Engineer
5 44 (8.75%) Developer
5 44 (8.75%) Machine Learning Scientist
6 42 (8.35%) Python Engineer
7 33 (6.56%) Software Engineer
8 27 (5.37%) Python Developer
9 25 (4.97%) Data Engineer
10 19 (3.78%) Computer Engineer
10 19 (3.78%) Computer Vision Engineer
10 19 (3.78%) Research Scientist
11 16 (3.18%) Architect
12 14 (2.78%) Python Software Engineer
12 14 (2.78%) Quantitative Researcher
13 12 (2.39%) Machine Learning Developer
14 11 (2.19%) Consultant
14 11 (2.19%) DevOps Engineer
15 10 (1.99%) Systems Administrator
Libraries, Frameworks & Software Standards
1 254 (50.50%) Natural Language Processing
2 178 (35.39%) TensorFlow
3 57 (11.33%) NumPy
4 55 (10.93%) Pandas
5 53 (10.54%) scikit-learn
6 43 (8.55%) Theano
7 40 (7.95%) Keras
8 34 (6.76%) MLlib
9 32 (6.36%) SciPy
10 27 (5.37%) PySpark
11 26 (5.17%) AngularJS
12 18 (3.58%) Web Services
13 16 (3.18%) Caffe
13 16 (3.18%) HTML
13 16 (3.18%) MXNet
14 14 (2.78%) CSS
14 14 (2.78%) Kafka
15 13 (2.58%) Boost C++ Libraries
16 12 (2.39%) Qt
16 12 (2.39%) RESTful
Miscellaneous
1 171 (34.00%) Algorithms
2 135 (26.84%) Computer Science
3 38 (7.55%) Robotics
4 36 (7.16%) Analytical Skills
5 31 (6.16%) Hedge funds
6 24 (4.77%) Fintech
7 23 (4.57%) CUDA
8 18 (3.58%) Data Structures
9 16 (3.18%) User Experience
10 14 (2.78%) Social Media
11 10 (1.99%) Linux Command Line
12 8 (1.59%) Clustering
13 7 (1.39%) Blog
13 7 (1.39%) Equities
14 6 (1.19%) Enterprise Software
14 6 (1.19%) Foreign Exchange (FX)
14 6 (1.19%) NHS
15 5 (0.99%) Digital Media
15 5 (0.99%) Mobile App
16 4 (0.80%) Virtual Team
Operating Systems
1 47 (9.34%) Linux
2 21 (4.17%) Debian
3 12 (2.39%) Windows
4 10 (1.99%) FreeBSD
4 10 (1.99%) Ubuntu
5 9 (1.79%) Apple iOS
6 8 (1.59%) Android
7 6 (1.19%) Robot Operating System
8 3 (0.60%) Unix
9 2 (0.40%) CoreOS
Processes & Methodologies
1 442 (87.87%) Machine Learning
2 279 (55.47%) Artificial Intelligence
3 214 (42.54%) Data Science
4 202 (40.16%) Neural Network
5 147 (29.22%) Statistics
6 139 (27.63%) Analytics
6 139 (27.63%) Software Engineering
7 137 (27.24%) Bayesian Methods
8 132 (26.24%) Mathematics
9 111 (22.07%) Probabilistic Modelling
10 99 (19.68%) Reinforcement Learning
11 72 (14.31%) Physics
12 69 (13.72%) Computer Vision
13 67 (13.32%) Visualisation
14 63 (12.52%) Agile Software Development
14 63 (12.52%) Signal Processing
15 59 (11.73%) Data Analysis
16 49 (9.74%) Markov Model
17 48 (9.54%) Econometrics
18 42 (8.35%) Multithreading
Programming Languages
1 417 (82.90%) Python
2 167 (33.20%) C++
3 118 (23.46%) Java
4 104 (20.68%) SQL
5 102 (20.28%) R
6 73 (14.51%) C
7 54 (10.74%) JavaScript
8 43 (8.55%) C#
9 42 (8.35%) Scala
10 31 (6.16%) MATLAB
11 20 (3.98%) Julia
12 9 (1.79%) Cython
13 7 (1.39%) ES6
14 6 (1.19%) TypeScript
15 4 (0.80%) Ruby
16 3 (0.60%) Shell Script
17 2 (0.40%) Go
17 2 (0.40%) Rust
17 2 (0.40%) VBA
18 1 (0.20%) Pascal
Qualifications
1 197 (39.17%) PhD
2 83 (16.50%) Degree
3 62 (12.33%) MPhil
4 22 (4.37%) Computer Science Degree
5 9 (1.79%) Master's Degree
6 8 (1.59%) Numerate Degree
7 7 (1.39%) Security Cleared
8 3 (0.60%) Postgraduate
Quality Assurance & Compliance
1 13 (2.58%) QA
2 5 (0.99%) Data Quality
3 3 (0.60%) GDPR
3 3 (0.60%) Solvency II
System Software
1 42 (8.35%) Docker
2 29 (5.77%) HDFS
3 10 (1.99%) KVM
3 10 (1.99%) NFS
3 10 (1.99%) pfSense
3 10 (1.99%) Samba
3 10 (1.99%) VirtualBox
4 1 (0.20%) Apache Flume
4 1 (0.20%) Apache ZooKeeper
Systems Management
1 34 (6.76%) Kubernetes
2 21 (4.17%) Ansible
3 20 (3.98%) Terraform
4 10 (1.99%) Docker Swarm
4 10 (1.99%) Opscode Chef
4 10 (1.99%) Puppet
4 10 (1.99%) ZABBIX
5 6 (1.19%) Prometheus
6 3 (0.60%) Mesos
7 2 (0.40%) Grafana
7 2 (0.40%) Kibana
7 2 (0.40%) logstash
8 1 (0.20%) Oozie
8 1 (0.20%) Rancher
Vendors
1 39 (7.75%) Google
2 37 (7.36%) Tableau
3 16 (3.18%) Hortonworks
4 15 (2.98%) Microsoft
5 14 (2.78%) Cloudera
6 12 (2.39%) Databricks
6 12 (2.39%) Dataiku
7 10 (1.99%) Apple
7 10 (1.99%) PagerDuty
8 9 (1.79%) MapR
9 5 (0.99%) IBM
10 3 (0.60%) Adobe
10 3 (0.60%) SAP
11 2 (0.40%) Cognizant
11 2 (0.40%) Cognos
11 2 (0.40%) Oracle
11 2 (0.40%) Platfora
11 2 (0.40%) Salesforce.com
11 2 (0.40%) Splunk
11 2 (0.40%) Vertica