Period
to 26 January 2020

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Keras skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Keras over the 6 months to 26 January 2020 with a comparison to the same period in the previous 2 years.

Keras
England > London
6 months to
26 Jan 2020
Same period 2019 Same period 2018
Rank 615 729 788
Rank change year-on-year +114 +59 -
Permanent jobs citing Keras 96 54 39
As % of all permanent IT jobs advertised in London 0.19% 0.086% 0.056%
As % of the Libraries, Frameworks & Software Standards category 0.47% 0.21% 0.14%
Number of salaries quoted 70 44 34
London median annual salary £76,250 £70,000 £60,000
Median salary % change year-on-year +8.93% +16.67% -
10th Percentile £50,000 £50,750 £44,000
90th Percentile £97,500 £84,250 £77,500
England median annual salary £71,250 £67,500 £60,000
% change year-on-year +5.56% +12.50% -

Keras is in the Software Libraries and Frameworks 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 technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
London
Permanent vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 20,594 25,479 27,698
As % of all permanent IT jobs advertised in London 40.79% 40.64% 39.58%
Number of salaries quoted 17,002 21,014 23,173
London median annual salary £70,000 £65,000 £60,000
Median salary % change year-on-year +7.69% +8.33% -
10th Percentile £41,513 £38,750 £37,000
90th Percentile £105,000 £95,000 £90,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Keras
Job Vacancy Trend in London

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

Job vacancy trend for Keras in London

Keras
Salary Trend in London

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

Salary trend for Keras in London

Keras
Salary Histogram in London

The salary distribution of IT jobs citing Keras in London over the 6 months to 26 January 2020.

Salary histogram for Keras in London

Keras
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Keras within the London region over the 6 months to 26 January 2020. 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 +53 27 £90,000 +20.00% 4
West London +35 5 £80,000 +10.34%
Keras
England

For the 6 months to 26 January 2020, IT jobs citing Keras 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 Keras.

1 95 (98.96%) Machine Learning
2 94 (97.92%) Python
3 87 (90.63%) TensorFlow
4 81 (84.38%) Data Science
5 61 (63.54%) scikit-learn
6 55 (57.29%) Pandas
7 52 (54.17%) Deep Learning
8 37 (38.54%) Artificial Intelligence
9 36 (37.50%) NumPy
10 34 (35.42%) Mathematics
10 34 (35.42%) Natural Language Processing
11 33 (34.38%) Algorithms
11 33 (34.38%) Apache Spark
12 31 (32.29%) AWS
12 31 (32.29%) Computer Science
13 30 (31.25%) Degree
13 30 (31.25%) Analytics
14 27 (28.13%) Big Data
15 26 (27.08%) PhD
15 26 (27.08%) PyTorch
16 25 (26.04%) SQL
17 24 (25.00%) Statistics
17 24 (25.00%) Analytical Skills
18 23 (23.96%) Computer Vision
18 23 (23.96%) Problem-Solving
19 22 (22.92%) Neural Network
20 21 (21.88%) Data Analytics
20 21 (21.88%) Docker
21 19 (19.79%) Azure
21 19 (19.79%) Java

Keras
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 33 (34.38%) Apache Spark
2 11 (11.46%) Tornado
3 7 (7.29%) Apache
4 3 (3.13%) Apache Airflow
4 3 (3.13%) Jupyter
Applications
1 4 (4.17%) Chatbot
2 1 (1.04%) Microsoft PowerPoint
Cloud Services
1 31 (32.29%) AWS
2 19 (19.79%) Azure
3 4 (4.17%) Azure Machine Learning
3 4 (4.17%) Cloud Computing
3 4 (4.17%) PaaS
3 4 (4.17%) SaaS
4 3 (3.13%) Amazon EMR
4 3 (3.13%) Amazon Kinesis
4 3 (3.13%) Amazon S3
5 1 (1.04%) GCP
5 1 (1.04%) Power Platform
5 1 (1.04%) WhatsApp
Database & Business Intelligence
1 27 (28.13%) Big Data
2 15 (15.63%) Hadoop
3 12 (12.50%) Relational Database
4 10 (10.42%) PostgreSQL
5 7 (7.29%) KDB
5 7 (7.29%) Kdb+
5 7 (7.29%) SQL Server
6 3 (3.13%) Amazon Redshift
6 3 (3.13%) Data Warehouse
7 2 (2.08%) Apache Hive
7 2 (2.08%) MySQL
7 2 (2.08%) Neo4j
7 2 (2.08%) NoSQL
8 1 (1.04%) Looker
8 1 (1.04%) Power BI
8 1 (1.04%) Text Mining
Development Applications
1 4 (4.17%) LabVIEW
2 3 (3.13%) Git (software)
General
1 16 (16.67%) Marketing
2 11 (11.46%) Billing
3 8 (8.33%) Finance
4 3 (3.13%) Publishing
5 2 (2.08%) Electronics
6 1 (1.04%) Advertising
6 1 (1.04%) Banking
6 1 (1.04%) Front Office
6 1 (1.04%) Games
6 1 (1.04%) Law
6 1 (1.04%) Telecoms
Job Titles
1 45 (46.88%) Data Scientist
2 29 (30.21%) Senior Data Scientist
3 16 (16.67%) Data Engineer
4 14 (14.58%) Senior Data Engineer
5 13 (13.54%) Machine Learning Engineer
6 10 (10.42%) Architect
7 8 (8.33%) Developer
7 8 (8.33%) Python Developer
8 7 (7.29%) Python Engineer
9 5 (5.21%) Data Architect
10 4 (4.17%) Machine Learning Developer
10 4 (4.17%) Machine Learning Scientist
10 4 (4.17%) Senior Developer
10 4 (4.17%) Senior Python Developer
10 4 (4.17%) Solutions Architect
11 3 (3.13%) Data Analytics Architect
12 2 (2.08%) AWS Architect
12 2 (2.08%) MySQL Architect
13 1 (1.04%) Data Science Leader
13 1 (1.04%) Head of Data Science
Libraries, Frameworks & Software Standards
1 87 (90.63%) TensorFlow
2 61 (63.54%) scikit-learn
3 55 (57.29%) Pandas
4 36 (37.50%) NumPy
5 34 (35.42%) Natural Language Processing
6 26 (27.08%) PyTorch
7 15 (15.63%) Flask
8 12 (12.50%) GraphQL
8 12 (12.50%) XGBoost
9 11 (11.46%) SpaCy
10 10 (10.42%) Theano
11 8 (8.33%) PyMC3
12 7 (7.29%) Amazon DSSTNE
12 7 (7.29%) Dask
12 7 (7.29%) Torch
13 5 (5.21%) Matplotlib
13 5 (5.21%) REST
14 4 (4.17%) Seaborn
15 3 (3.13%) Caffe
15 3 (3.13%) RabbitMQ
Miscellaneous
1 33 (34.38%) Algorithms
2 24 (25.00%) Analytical Skills
3 12 (12.50%) Data Structures
3 12 (12.50%) Linux Command Line
4 7 (7.29%) CUDA
5 5 (5.21%) User Experience
6 4 (4.17%) Driving Licence
6 4 (4.17%) Embedded Systems
6 4 (4.17%) Hybrid Cloud
6 4 (4.17%) Industrial Internet of Things
6 4 (4.17%) Internet of Things
6 4 (4.17%) Virtual Team
7 3 (3.13%) Robotics
8 1 (1.04%) 3D Graphics
8 1 (1.04%) Blog
8 1 (1.04%) Cloud Native
8 1 (1.04%) Greenfield Project
8 1 (1.04%) Marketing Technology
Operating Systems
1 12 (12.50%) Unix
2 6 (6.25%) Linux
3 5 (5.21%) VMS
4 3 (3.13%) Android
4 3 (3.13%) Apple iOS
Processes & Methodologies
1 95 (98.96%) Machine Learning
2 81 (84.38%) Data Science
3 52 (54.17%) Deep Learning
4 37 (38.54%) Artificial Intelligence
5 34 (35.42%) Mathematics
6 31 (32.29%) Computer Science
7 30 (31.25%) Analytics
8 24 (25.00%) Statistics
9 23 (23.96%) Computer Vision
9 23 (23.96%) Problem-Solving
10 22 (22.92%) Neural Network
11 21 (21.88%) Data Analytics
12 15 (15.63%) DevOps
12 15 (15.63%) Statistical Modelling
13 13 (13.54%) Agile Software Development
14 12 (12.50%) Infrastructure as Code
14 12 (12.50%) Mentoring
14 12 (12.50%) Microservices
14 12 (12.50%) Operations Research
14 12 (12.50%) Parallel Computing
Programming Languages
1 94 (97.92%) Python
2 25 (26.04%) SQL
3 19 (19.79%) Java
4 18 (18.75%) Scala
5 14 (14.58%) C++
6 13 (13.54%) R
7 12 (12.50%) JavaScript
7 12 (12.50%) TypeScript
8 8 (8.33%) Julia
9 7 (7.29%) Rust
10 4 (4.17%) C
11 3 (3.13%) Clojure
11 3 (3.13%) Go
Qualifications
1 30 (31.25%) Degree
2 26 (27.08%) PhD
3 14 (14.58%) Master's Degree
4 7 (7.29%) Computer Science Degree
5 1 (1.04%) Numerate Degree
System Software
1 21 (21.88%) Docker
Systems Management
1 18 (18.75%) Kubernetes
2 12 (12.50%) Consul
2 12 (12.50%) Terraform
Vendors
1 12 (12.50%) Google
2 9 (9.38%) Oracle
3 7 (7.29%) Sybase
4 1 (1.04%) IBM
4 1 (1.04%) Microsoft
4 1 (1.04%) Pega
4 1 (1.04%) Salesforce.com
4 1 (1.04%) Teradata