Period
to 15 October 2018

The following table provides summary statistics for contract job vacancies advertised in London with a requirement for Keras skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Keras over the 6 months to 15 October 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Keras
England > London
6 months to
15 Oct 2018
Same period 2017 Same period 2016
Rank 585 608 621
Rank change year-on-year +23 +13 -
Contract jobs citing Keras 49 22 1
As % of all contract IT jobs advertised in London 0.11% 0.049% 0.002%
As % of the Libraries, Frameworks & Software Standards category 0.27% 0.13% 0.007%
Number of daily rates quoted 30 19 1
London median daily rate £513 £575 £550
Median daily rate % change year-on-year -10.87% +4.55% -
10th Percentile £473 £452 £525
90th Percentile £644 £638 £575
England median daily rate £525 £563 £550
% change year-on-year -6.67% +2.27% -
Number of hourly rates quoted 3 0 0
London median hourly rate £47.50 - -
England median hourly rate £47.50 - -

Keras is in the Software Libraries and Frameworks category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in London with a requirement for technical specification, industry standards, software libraries and framework skills.

All Software Libraries and Frameworks
London
Contract vacancies with a requirement for technical specification, industry standards, software libraries and framework skills 18,168 16,488 15,282
As % of all contract IT jobs advertised in London 39.37% 36.99% 34.41%
Number of daily rates quoted 13,655 12,489 11,453
London median daily rate £525 £500 £450
Median daily rate % change year-on-year +5.00% +11.11% -
10th Percentile £375 £350 £313
90th Percentile £675 £650 £625
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +5.59%
Number of hourly rates quoted 88 91 68
London median hourly rate £43.50 £30.00 £42.50
Median hourly rate % change year-on-year +45.00% -29.41% +25.00%
10th Percentile £19.85 £18.50 £19.00
90th Percentile £72.17 £50.00 £82.93
England median hourly rate £41.61 £40.00 £37.50
% change year-on-year +4.03% +6.67% +1.24%

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
Contractor Daily Rate Trend in London

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Keras in London.

Contractor daily rate trend for Keras in London

Keras
Contractor Daily Rate Histogram in London

The daily rate distribution of IT jobs citing Keras in London over the 6 months to 15 October 2018.

Contractor daily rate histogram for Keras in London

Keras
Contract Job Locations in London

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Keras within the London region over the 6 months to 15 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
East London - 9 £575 -
Central London -14 6 £575 +38.55% 7
Keras
England

For the 6 months to 15 October 2018, IT contractor 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 contract job ads across the London region with a requirement for Keras.

1 49 (100.00%) Python
2 47 (95.92%) Machine Learning
2 47 (95.92%) TensorFlow
3 35 (71.43%) Deep Learning
3 35 (71.43%) Data Science
4 31 (63.27%) Algorithms
5 24 (48.98%) PhD
5 24 (48.98%) Mathematics
6 23 (46.94%) Finance
7 19 (38.78%) Degree
8 18 (36.73%) Caffe
9 16 (32.65%) Problem-Solving
9 16 (32.65%) Computer Science
10 14 (28.57%) Neural Network
10 14 (28.57%) C++
10 14 (28.57%) SQL
10 14 (28.57%) Computer Vision
10 14 (28.57%) Creative Problem-Solving
11 13 (26.53%) R
11 13 (26.53%) Pandas
11 13 (26.53%) Docker
12 12 (24.49%) Analytical Skills
13 11 (22.45%) Flask
13 11 (22.45%) Master's Degree
13 11 (22.45%) Statistics
13 11 (22.45%) Git (software)
13 11 (22.45%) Hadoop
13 11 (22.45%) NumPy
14 10 (20.41%) nginx
14 10 (20.41%) Web Development

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 10 (20.41%) nginx
2 9 (18.37%) Apache Spark
3 6 (12.24%) Jupyter
4 5 (10.20%) SAS
4 5 (10.20%) SharePoint
Cloud Services
1 6 (12.24%) Amazon AWS
1 6 (12.24%) Microsoft Azure
2 5 (10.20%) Google Cloud Platform
3 1 (2.04%) AdWords
3 1 (2.04%) Azure Data Factory
Database & Business Intelligence
1 11 (22.45%) Hadoop
2 8 (16.33%) Big Data
3 3 (6.12%) SQL Server Integration Services
4 1 (2.04%) Amazon RDS
4 1 (2.04%) Data Lake
4 1 (2.04%) Spotfire
Development Applications
1 11 (22.45%) Git (software)
2 1 (2.04%) Jenkins
2 1 (2.04%) JIRA
2 1 (2.04%) Selenium
2 1 (2.04%) Visual Studio Team System
General
1 23 (46.94%) Finance
2 6 (12.24%) Banking
3 1 (2.04%) Advertising
Job Titles
1 26 (53.06%) Data Scientist
2 9 (18.37%) Developer
2 9 (18.37%) Python Developer
3 7 (14.29%) Computer Scientist
3 7 (14.29%) Computer Vision Scientist
4 4 (8.16%) Computer Engineer
4 4 (8.16%) Computer Vision Engineer
4 4 (8.16%) Machine Learning Engineer
4 4 (8.16%) Senior Data Scientist
5 2 (4.08%) Automation Engineer
5 2 (4.08%) Python Engineer
5 2 (4.08%) Research Engineer
5 2 (4.08%) Senior Automation Engineer
6 1 (2.04%) Artificial Intelligence Engineer
6 1 (2.04%) Data Engineer
6 1 (2.04%) DevOps Engineer
6 1 (2.04%) Junior Data Scientist
6 1 (2.04%) Lead DevOps
6 1 (2.04%) Lead DevOps Engineer
6 1 (2.04%) Principal Developer
Libraries, Frameworks & Software Standards
1 47 (95.92%) TensorFlow
2 18 (36.73%) Caffe
3 13 (26.53%) Pandas
4 11 (22.45%) Flask
4 11 (22.45%) NumPy
5 8 (16.33%) OpenCV
5 8 (16.33%) scikit-learn
6 7 (14.29%) Theano
7 2 (4.08%) Matplotlib
7 2 (4.08%) Node.js
7 2 (4.08%) PySpark
7 2 (4.08%) React
8 1 (2.04%) AngularJS
8 1 (2.04%) Django
8 1 (2.04%) PyMC3
8 1 (2.04%) REST
8 1 (2.04%) SciPy
8 1 (2.04%) SpaCy
Miscellaneous
1 31 (63.27%) Algorithms
2 16 (32.65%) Computer Science
3 12 (24.49%) Analytical Skills
4 1 (2.04%) Fintech
4 1 (2.04%) RIA
4 1 (2.04%) Video Editing
Operating Systems
1 10 (20.41%) Linux
Processes & Methodologies
1 47 (95.92%) Machine Learning
2 35 (71.43%) Data Science
2 35 (71.43%) Deep Learning
3 24 (48.98%) Mathematics
4 16 (32.65%) Problem-Solving
5 14 (28.57%) Computer Vision
5 14 (28.57%) Creative Problem-Solving
5 14 (28.57%) Neural Network
6 11 (22.45%) Statistics
7 10 (20.41%) Agile Software Development
7 10 (20.41%) Analytics
7 10 (20.41%) Web Development
8 9 (18.37%) Linear Algebra
9 8 (16.33%) Convolutional Neural Network
9 8 (16.33%) Probabilistic Estimation
9 8 (16.33%) Reinforcement Learning
10 7 (14.29%) Artificial Intelligence
10 7 (14.29%) ETL
11 6 (12.24%) Continuous Integration
11 6 (12.24%) Stakeholder Management
Programming Languages
1 49 (100.00%) Python
2 14 (28.57%) C++
2 14 (28.57%) SQL
3 13 (26.53%) R
4 6 (12.24%) Scala
5 5 (10.20%) MATLAB
6 4 (8.16%) Java
7 3 (6.12%) C
8 2 (4.08%) Go
8 2 (4.08%) Ruby
Qualifications
1 24 (48.98%) PhD
2 19 (38.78%) Degree
3 11 (22.45%) Master's Degree
4 7 (14.29%) Computer Science Degree
System Software
1 13 (26.53%) Docker
Systems Management
1 2 (4.08%) Ansible
1 2 (4.08%) Kubernetes
1 2 (4.08%) Opscode Chef
1 2 (4.08%) Puppet
1 2 (4.08%) Terraform
Vendors
1 9 (18.37%) Microsoft
2 7 (14.29%) Google
3 5 (10.20%) Oracle
4 1 (2.04%) Alteryx
4 1 (2.04%) Databricks
4 1 (2.04%) Facebook
4 1 (2.04%) Twitter