Period
to 12 December 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 12 December 2018 with a comparison to the same period in the previous 2 years.

Deep Learning
England > London
6 months to
12 Dec 2018
Same period 2017 Same period 2016
Rank 372 557 692
Rank change year-on-year +185 +135 +206
Permanent jobs citing Deep Learning 536 320 156
As % of all permanent IT jobs advertised in London 0.81% 0.43% 0.21%
As % of the Processes & Methodologies category 0.88% 0.46% 0.23%
Number of salaries quoted 483 272 135
London median annual salary £75,000 £65,000 £65,000
Median salary % change year-on-year +15.38% - -27.78%
10th Percentile £50,000 £45,000 £50,000
90th Percentile £132,500 £98,750 £94,500
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 61,216 69,149 68,725
As % of all permanent IT jobs advertised in London 92.01% 93.32% 92.17%
Number of salaries quoted 49,461 53,880 58,918
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 £88,750
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +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 12 December 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 12 December 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 +36 82 £72,500 +11.54% 17
West London +40 19 £65,000 -7.14% 4
East London +19 16 £95,000 +5.56% 3
Deep Learning
England

For the 6 months to 12 December 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.

1 468 (87.31%) Machine Learning
2 451 (84.14%) Python
3 320 (59.70%) Artificial Intelligence
4 255 (47.57%) Natural Language Processing
5 219 (40.86%) Neural Network
6 217 (40.49%) PhD
7 196 (36.57%) TensorFlow
8 186 (34.70%) Data Science
9 185 (34.51%) Statistics
10 179 (33.40%) Algorithms
11 174 (32.46%) C++
12 155 (28.92%) Bayesian Methods
13 154 (28.73%) Mathematics
14 148 (27.61%) Software Engineering
15 146 (27.24%) Analytics
16 130 (24.25%) Probabilistic Modelling
16 130 (24.25%) Java
17 129 (24.07%) Computer Science
18 125 (23.32%) Big Data
19 114 (21.27%) Reinforcement Learning
20 112 (20.90%) Amazon AWS
21 107 (19.96%) R
22 104 (19.40%) Apache Spark
22 104 (19.40%) Finance
23 101 (18.84%) SQL
24 97 (18.10%) Hadoop
25 88 (16.42%) Computer Vision
26 84 (15.67%) Physics
27 81 (15.11%) Signal Processing
28 75 (13.99%) C

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
1 104 (19.40%) Apache Spark
2 21 (3.92%) Apache
3 14 (2.61%) Apache Pig
4 13 (2.43%) SAS
5 11 (2.05%) Elasticsearch
6 7 (1.31%) DNN
7 6 (1.12%) Kinematics
8 4 (0.75%) Ethereum
8 4 (0.75%) Hyperledger
9 2 (0.37%) Apache Airflow
9 2 (0.37%) Jupyter
Applications
1 22 (4.10%) Chatbot
2 1 (0.19%) Adobe Illustrator
2 1 (0.19%) Microsoft Excel
2 1 (0.19%) Photoshop
2 1 (0.19%) SPSS
Business Applications
1 4 (0.75%) Distributed Ledger
2 1 (0.19%) BigMachines
Cloud Services
1 112 (20.90%) Amazon AWS
2 45 (8.40%) Microsoft Azure
3 32 (5.97%) Google Cloud Platform
4 15 (2.80%) SaaS
5 14 (2.61%) Cortana Intelligence Suite
5 14 (2.61%) Siri
6 12 (2.24%) Amazon SageMaker
6 12 (2.24%) Serverless
7 10 (1.87%) Amazon Alexa
8 9 (1.68%) AWS Lambda
9 7 (1.31%) Amazon EC2
10 6 (1.12%) Amazon SQS
10 6 (1.12%) GitHub
11 5 (0.93%) Amazon ELB
11 5 (0.93%) Amazon S3
12 4 (0.75%) Amazon Kinesis
12 4 (0.75%) Cloud Computing
12 4 (0.75%) IBM Cloud
13 3 (0.56%) Amazon EMR
13 3 (0.56%) PaaS
Communications & Networking
1 10 (1.87%) DNS
1 10 (1.87%) Firewall
1 10 (1.87%) OpenVPN
1 10 (1.87%) OPNsense
2 5 (0.93%) Internet
3 2 (0.37%) Wireshark
4 1 (0.19%) MQTT
Database & Business Intelligence
1 125 (23.32%) Big Data
2 97 (18.10%) Hadoop
3 53 (9.89%) Apache Hive
3 53 (9.89%) NoSQL
4 34 (6.34%) HBase
5 33 (6.16%) PostgreSQL
6 31 (5.78%) Apache Cassandra
7 30 (5.60%) Data Mining
8 26 (4.85%) QlikView
9 23 (4.29%) Text Mining
10 20 (3.73%) MongoDB
11 19 (3.54%) Neo4j
12 11 (2.05%) Relational Database
13 10 (1.87%) Amazon Redshift
13 10 (1.87%) BigQuery
13 10 (1.87%) Data Warehouse
14 9 (1.68%) Power BI
15 7 (1.31%) Blockchain
16 6 (1.12%) Amazon DynamoDB
16 6 (1.12%) Data Lake
Development Applications
1 43 (8.02%) Git (software)
2 29 (5.41%) Jenkins
3 12 (2.24%) Atlassian Bamboo
3 12 (2.24%) CMake
3 12 (2.24%) Vagrant
3 12 (2.24%) Visual Studio
4 3 (0.56%) TeamCity
5 2 (0.37%) Eclipse
5 2 (0.37%) FindBugs
5 2 (0.37%) IntelliJ
5 2 (0.37%) JUnit
5 2 (0.37%) Maven
5 2 (0.37%) Selenium
6 1 (0.19%) Artifactory
6 1 (0.19%) Gradle
6 1 (0.19%) Octopus Deploy
General
1 104 (19.40%) Finance
2 63 (11.75%) Publishing
3 53 (9.89%) Games
4 33 (6.16%) Law
5 31 (5.78%) Retail
6 27 (5.04%) Electronics
7 24 (4.48%) Banking
7 24 (4.48%) Marketing
8 13 (2.43%) Investment Banking
9 11 (2.05%) Military
10 10 (1.87%) Legal
11 7 (1.31%) Front Office
11 7 (1.31%) Manufacturing
12 6 (1.12%) Corporate Banking
12 6 (1.12%) Telecoms
13 5 (0.93%) Advertising
14 4 (0.75%) Japanese Language
14 4 (0.75%) Retail Banking
15 1 (0.19%) Automotive
Job Titles
1 137 (25.56%) Data Scientist
2 101 (18.84%) Machine Learning Researcher
3 59 (11.01%) Senior Data Scientist
4 52 (9.70%) Developer
5 51 (9.51%) Python Engineer
6 50 (9.33%) Machine Learning Engineer
7 45 (8.40%) Machine Learning Scientist
8 34 (6.34%) Software Engineer
9 31 (5.78%) Python Developer
10 26 (4.85%) Data Engineer
10 26 (4.85%) Research Scientist
11 19 (3.54%) Quantitative Researcher
12 18 (3.36%) Architect
12 18 (3.36%) Computer Engineer
12 18 (3.36%) Computer Vision Engineer
12 18 (3.36%) Research Engineer
13 16 (2.99%) DevOps Engineer
13 16 (2.99%) Python Software Engineer
14 12 (2.24%) Data Architect
14 12 (2.24%) Machine Learning Developer
Libraries, Frameworks & Software Standards
1 255 (47.57%) Natural Language Processing
2 196 (36.57%) TensorFlow
3 58 (10.82%) NumPy
4 55 (10.26%) scikit-learn
5 51 (9.51%) Pandas
6 43 (8.02%) Theano
7 42 (7.84%) Keras
8 30 (5.60%) SciPy
9 28 (5.22%) MLlib
10 26 (4.85%) Web Services
11 25 (4.66%) PySpark
12 22 (4.10%) Caffe
13 20 (3.73%) MXNet
14 19 (3.54%) Kafka
15 16 (2.99%) HTML
16 14 (2.61%) RESTful
17 13 (2.43%) Spark Streaming
18 12 (2.24%) Boost C++ Libraries
18 12 (2.24%) Qt
18 12 (2.24%) ZeroMQ
Miscellaneous
1 179 (33.40%) Algorithms
2 37 (6.90%) Analytical Skills
3 32 (5.97%) Robotics
4 30 (5.60%) Hedge funds
5 22 (4.10%) CUDA
6 19 (3.54%) Fintech
6 19 (3.54%) Social Media
7 16 (2.99%) User Experience
8 14 (2.61%) Data Structures
9 13 (2.43%) Virtual Team
10 10 (1.87%) Linux Command Line
11 9 (1.68%) Clustering
12 8 (1.49%) Blog
13 7 (1.31%) Equities
14 6 (1.12%) Foreign Exchange (FX)
15 5 (0.93%) Digital Media
15 5 (0.93%) Greenfield Project
16 4 (0.75%) Acoustics
17 3 (0.56%) Augmented Reality
17 3 (0.56%) Self-Motivation
Operating Systems
1 63 (11.75%) Linux
2 25 (4.66%) Debian
3 10 (1.87%) FreeBSD
3 10 (1.87%) Ubuntu
3 10 (1.87%) Unix
3 10 (1.87%) Windows
4 8 (1.49%) Robot Operating System
5 3 (0.56%) Android
6 2 (0.37%) CoreOS
Processes & Methodologies
1 468 (87.31%) Machine Learning
2 320 (59.70%) Artificial Intelligence
3 219 (40.86%) Neural Network
4 186 (34.70%) Data Science
5 185 (34.51%) Statistics
6 155 (28.92%) Bayesian Methods
7 154 (28.73%) Mathematics
8 148 (27.61%) Software Engineering
9 146 (27.24%) Analytics
10 130 (24.25%) Probabilistic Modelling
11 129 (24.07%) Computer Science
12 114 (21.27%) Reinforcement Learning
13 88 (16.42%) Computer Vision
14 84 (15.67%) Physics
15 81 (15.11%) Signal Processing
16 69 (12.87%) Visualisation
17 65 (12.13%) Econometrics
18 64 (11.94%) Data Analysis
19 60 (11.19%) Markov Model
20 55 (10.26%) Agile Software Development
Programming Languages
1 451 (84.14%) Python
2 174 (32.46%) C++
3 130 (24.25%) Java
4 107 (19.96%) R
5 101 (18.84%) SQL
6 75 (13.99%) C
7 55 (10.26%) Scala
8 51 (9.51%) C#
9 47 (8.77%) JavaScript
10 34 (6.34%) MATLAB
11 24 (4.48%) Julia
12 15 (2.80%) Cython
13 11 (2.05%) ES6
14 9 (1.68%) Go
15 8 (1.49%) Shell Script
16 7 (1.31%) TypeScript
17 4 (0.75%) Rust
18 3 (0.56%) Bash Shell
18 3 (0.56%) Ruby
19 1 (0.19%) F#
Qualifications
1 217 (40.49%) PhD
2 69 (12.87%) MPhil
3 66 (12.31%) Degree
4 15 (2.80%) Computer Science Degree
5 8 (1.49%) Master's Degree
6 7 (1.31%) Numerate Degree
6 7 (1.31%) Security Cleared
7 5 (0.93%) Postgraduate
Quality Assurance & Compliance
1 5 (0.93%) Data Quality
1 5 (0.93%) QA
2 4 (0.75%) GDPR
3 3 (0.56%) Solvency II
4 2 (0.37%) Actionable Recommendations
System Software
1 37 (6.90%) Docker
2 21 (3.92%) HDFS
3 12 (2.24%) VirtualBox
4 10 (1.87%) KVM
4 10 (1.87%) NFS
4 10 (1.87%) pfSense
4 10 (1.87%) Samba
5 2 (0.37%) Apache Flume
5 2 (0.37%) Apache ZooKeeper
Systems Management
1 34 (6.34%) Kubernetes
2 23 (4.29%) Terraform
3 22 (4.10%) Ansible
4 12 (2.24%) Docker Swarm
5 10 (1.87%) Opscode Chef
5 10 (1.87%) Puppet
5 10 (1.87%) ZABBIX
6 3 (0.56%) Prometheus
7 2 (0.37%) Grafana
7 2 (0.37%) Kibana
7 2 (0.37%) logstash
7 2 (0.37%) Mesos
Vendors
1 38 (7.09%) Google
2 31 (5.78%) Tableau
3 19 (3.54%) Hortonworks
4 17 (3.17%) Cloudera
5 16 (2.99%) IBM
6 15 (2.80%) Microsoft
7 12 (2.24%) Databricks
7 12 (2.24%) Dataiku
8 10 (1.87%) Apple
8 10 (1.87%) MapR
8 10 (1.87%) PagerDuty
9 4 (0.75%) NVIDIA
10 3 (0.56%) SAP
11 2 (0.37%) Cognizant
11 2 (0.37%) Oracle
11 2 (0.37%) Salesforce.com
11 2 (0.37%) Splunk
11 2 (0.37%) Vertica
12 1 (0.19%) Alteryx
12 1 (0.19%) Sybase