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soton-data-mining
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job-salary-prediction
A regression problem, predicting salaries of jobs in UK based on various criteria
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Modelsfixed
#45
alexdy2007
opened
7 years ago
0
Feature dropping functionality
#44
arahayrabedian
closed
7 years ago
0
Updated cleaning functions
#43
utkuozbulak
closed
7 years ago
1
Cleaning functions update
#42
utkuozbulak
closed
7 years ago
1
Implement a function/way to remove some features
#41
utkuozbulak
closed
7 years ago
1
Optimized Neural Net Regressor, Train error 8.7k Test Error 8.9k
#40
utkuozbulak
closed
7 years ago
3
Simple graphing
#39
alexdy2007
closed
7 years ago
1
Update Encoding Functions
#38
utkuozbulak
opened
7 years ago
2
clean company names
#37
blanche
closed
7 years ago
1
Running Models, Linear Reg, RandForest Reg, Neural Net
#36
utkuozbulak
closed
7 years ago
2
removing highly correlated variables?
#35
bora-pajo
closed
7 years ago
2
implement prediction model based on tf.idf of job desciption
#34
blanche
opened
7 years ago
0
implement kNN search for tf.idf similarity
#33
blanche
opened
7 years ago
3
Implement kNN for tf.idf similarity and use it for prediction
#32
blanche
closed
7 years ago
3
introduce simple baseline model
#31
blanche
closed
7 years ago
0
Analyse which terms impact the salary the most
#30
blanche
opened
7 years ago
0
Distribute pre-processed/cleaned data
#29
charlienewey
closed
7 years ago
2
Extract pixel-based feature vectors
#28
arahayrabedian
closed
7 years ago
2
Cleaning/category
#27
andreaseliasson
closed
7 years ago
6
Proposal for evaluation framework
#26
blanche
closed
7 years ago
8
implement evaluation functionality
#25
blanche
closed
7 years ago
6
implement tf.idf similarity
#24
blanche
closed
7 years ago
3
add links to readme of /data
#23
blanche
closed
7 years ago
0
NLP - use stemming on job description terms
#22
blanche
opened
7 years ago
0
NLP - calc tf.idf simliarity between job descriptions
#21
blanche
closed
7 years ago
1
Further cleaned locations based on Charles update
#20
utkuozbulak
closed
7 years ago
2
Job Titles Matching (ish) 2.0
#19
arahayrabedian
closed
7 years ago
9
job title matching (ish)
#18
arahayrabedian
closed
7 years ago
0
Encoding
#17
utkuozbulak
closed
7 years ago
0
Initial exploratory analysis
#16
charlienewey
opened
7 years ago
12
Provision and deploy database to hold latest dataset
#15
charlienewey
closed
7 years ago
3
Add code to normalise location
#14
charlienewey
closed
7 years ago
12
Encoded contract type-contract time
#13
utkuozbulak
closed
7 years ago
0
Titles
#12
alexdy2007
closed
7 years ago
5
basis of tf/idf scoring methods
#11
blanche
closed
7 years ago
1
get keywords from job description using RAKE
#10
blanche
closed
7 years ago
0
Extracted one-hot encoded terms out of description
#9
utkuozbulak
closed
7 years ago
1
Cleaning: +Salary Benefits
#8
utkuozbulak
closed
7 years ago
1
Cleaning: Contract Type- ContractTime - Company - Category - SourceName
#7
utkuozbulak
closed
7 years ago
4
Cleaning: Location RAW - Location Normalised
#6
utkuozbulak
closed
7 years ago
4
Super Issue - NLP: Generate value out of full description
#5
utkuozbulak
opened
7 years ago
5
NLP: Generalize/Clean Job Titles
#4
utkuozbulak
opened
7 years ago
3
Cleaning: (Final) Gather all cleaning scripts - translate features to numeric data
#3
blanche
closed
7 years ago
2
Cleaning: Extract salary range
#2
blanche
closed
7 years ago
3
write project brief - deadline 17 feb
#1
blanche
closed
7 years ago
1