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m-sostero/AI skills OJA.csv

Created March 1, 2023 16:55
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AI skills OJA.csv
Skill name Source N mentions across UK OJA 2012-2020
Artificial Intelligence BGT: Artificial Intelligence 48323
Embedded Software BGT: Automation Engineering 112315
Automation Systems BGT: Automation Engineering 23120
Rockwell Automation BGT: Automation Engineering 7828
ABB BGT: Automation Engineering 4873
Machine Vision BGT: Automation Engineering 3889
Motion Control Systems BGT: Automation Engineering 3042
Wonderware InTouch BGT: Automation Engineering 2414
Arduino BGT: Automation Engineering 2341
DeviceNet BGT: Automation Engineering 2328
Machine Control Systems BGT: Automation Engineering 2172
Human Machine Interface (HMI) Control Systems BGT: Automation Engineering 2143
RSView BGT: Automation Engineering 1608
ControlNet BGT: Automation Engineering 1027
Big Data BGT: Big Data 202009
Apache Hadoop BGT: Big Data 106277
Splunk BGT: Big Data 29029
Apache Hive BGT: Big Data 28634
Cassandra BGT: Big Data 17641
PIG BGT: Big Data 12882
Apache Spark BGT: Big Data 9054
Sqoop BGT: Big Data 3987
Oracle Big Data BGT: Big Data 2298
Greenplum BGT: Big Data 2254
AWS Elastic MapReduce (EMR) BGT: Big Data 2177
Apache Accumulo BGT: Big Data 989
Hives BGT: Big Data 449
Talend Big Data BGT: Big Data 383
IBM InfoSphere BigInsights BGT: Big Data 345
Datameer BGT: Big Data 248
Platfora Big Data Discovery Platform BGT: Big Data 232
Data Analysis BGT: Data Analysis 562699
Statistical Analysis BGT: Data Analysis 80052
Big Data Analytics BGT: Data Analysis 41311
Data Reports BGT: Data Analysis 16394
Data Trending BGT: Data Analysis 8274
Alteryx BGT: Data Analysis 7508
Quantitative Data Analysis BGT: Data Analysis 6868
Verint Systems BGT: Data Analysis 5015
CANalyzer BGT: Data Analysis 3032
Exploratory Analysis BGT: Data Analysis 1445
Data Quality Assessment BGT: Data Analysis 1231
Qualitative Data Analysis BGT: Data Analysis 1055
HP Vertica BGT: Data Analysis 230
Atlas.ti BGT: Data Analysis 74
HP Sprinter BGT: Data Analysis 72
Expectation-Maximisation (EM) Algorithm BGT: Data Analysis 10
Data Mining BGT: Data Mining 59395
Data Capture BGT: Data Mining 53931
Text Mining BGT: Data Mining 3805
Analysis Computing Tools BGT: Data Mining 1927
WEKA BGT: Data Mining 859
Knowledge Discovery BGT: Data Mining 619
Conceptual Data Models BGT: Data Mining 593
CRISP-DM BGT: Data Mining 187
Web Mining BGT: Data Mining 149
Unstructured Information Management Architecture BGT: Data Mining 79
SEMMA BGT: Data Mining 39
Data Science BGT: Data Science 105178
Predictive Models BGT: Data Science 23213
Predictive Analytics BGT: Data Science 14599
Cluster Analysis BGT: Data Science 11055
Pandas BGT: Data Science 7767
Chi Square Automatic Interaction Detection (CHAID) BGT: Data Science 6035
Pattern Recognition BGT: Data Science 3135
Time Series Models BGT: Data Science 3023
Ontologies BGT: Data Science 2379
Factor Analysis BGT: Data Science 2069
Monte Carlo Simulation BGT: Data Science 1965
Social Network Analysis BGT: Data Science 1810
Bayesian Methods BGT: Data Science 1428
Time Series Forecasting BGT: Data Science 1175
Information Extraction BGT: Data Science 1003
K-Means BGT: Data Science 905
Bayesian Networks BGT: Data Science 665
Markov Chains BGT: Data Science 656
Principal Component Analysis (PCA) BGT: Data Science 622
Naive Bayes BGT: Data Science 541
Bayesian Modelling BGT: Data Science 399
Kernel Methods BGT: Data Science 167
Graph-Based Algorithms BGT: Data Science 151
Stochastic Optimisation BGT: Data Science 54
Fuzzy Clustering BGT: Data Science 1
Data Services Industry Knowledge BGT: Data Services Industry Knowledge 619
Data Protection Industry Knowledge BGT: Data Services Industry Knowledge 68
Database Development Industry Knowledge BGT: Data Services Industry Knowledge 3
Data Mining Industry Knowledge BGT: Data Services Industry Knowledge 1
Data Collection BGT: Data Techniques 121764
Data Manipulation BGT: Data Techniques 72128
Data Governance BGT: Data Techniques 44605
Pipeline (Computing) BGT: Data Techniques 11165
Data Conversion BGT: Data Techniques 8313
Data Documentation BGT: Data Techniques 5309
Data Cleaning BGT: Data Techniques 5063
Data Encryption BGT: Data Techniques 3144
Data Evaluation BGT: Data Techniques 1854
Semi-Structured Data BGT: Data Techniques 517
Machine Learning BGT: Machine Learning 111656
Computer Vision BGT: Machine Learning 14669
Deep Learning BGT: Machine Learning 13653
Neural Networks BGT: Machine Learning 8932
Decision Trees BGT: Machine Learning 7015
OpenCV BGT: Machine Learning 2642
Recommender Systems BGT: Machine Learning 2331
Mahout BGT: Machine Learning 2327
Random Forests BGT: Machine Learning 2211
Support Vector Machines (SVM) BGT: Machine Learning 2093
Object Recognition BGT: Machine Learning 532
Object Tracking BGT: Machine Learning 329
Natural Language Processing BGT: Natural Language Processing 22719
Speech Recognition BGT: Natural Language Processing 2949
Sentiment Analysis / Opinion Mining BGT: Natural Language Processing 2081
Computational Linguistics BGT: Natural Language Processing 1616
Tokenisation BGT: Natural Language Processing 750
Machine Translation (MT) BGT: Natural Language Processing 584
Natural Language Toolkit (NLTK) BGT: Natural Language Processing 493
Automatic Speech Recognition (ASR) BGT: Natural Language Processing 492
Text to Speech (TTS) BGT: Natural Language Processing 482
OpenNLP BGT: Natural Language Processing 139
Nearest Neighbour Algorithm BGT: Natural Language Processing 51
Latent Dirichlet Allocation BGT: Natural Language Processing 44
Sentiment Classification BGT: Natural Language Processing 30
Lexical Semantics BGT: Natural Language Processing 21
Lexical Acquisition BGT: Natural Language Processing 14
Latent Semantic Analysis BGT: Natural Language Processing 8
Lexalytics BGT: Natural Language Processing 3
Information Retrieval JRC: AI WATCH 5213
Regression Algorithms JRC: AI WATCH 4651
Classification Algorithms JRC: AI WATCH 3399
Supervised Learning (Machine Learning) JRC: AI WATCH 3194
Unsupervised Learning JRC: AI WATCH 2796
Autonomous Systems JRC: AI WATCH 2756
Caffe Deep Learning Framework JRC: AI WATCH 1641
Bayesian Inference JRC: AI WATCH 1597
Convolutional Neural Network (CNN) JRC: AI WATCH 1165
Recurrent Neural Network (RNN) JRC: AI WATCH 698
Genetic Algorithms JRC: AI WATCH 588
Boosting (Machine Learning) JRC: AI WATCH 580
Clustering Algorithms JRC: AI WATCH 490
Network Intelligence JRC: AI WATCH 353
Cascading Big Data Applications JRC: AI WATCH 177
Semi-Supervised Learning JRC: AI WATCH 147
Classification Software JRC: AI WATCH 51
Unmanned Vehicle Systems JRC: AI WATCH 36
Maximum Entropy Classifier JRC: AI WATCH 19
DBSCAN (Density-Based Spatial Clustering of Applications with Noise) JRC: AI WATCH 17
Stochastic Gradient Descent (SGD) JRC: AI WATCH 16
Optical Character Recognition (OCRS) JRC: AI WATCH 7
TensorFlow JRC: desk research 7572
Scikit-learn JRC: desk research 3686
Theano JRC: desk research 1422
Torch JRC: desk research 590
AdaBoost algorithm JRC: desk research 8
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