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Data Scientist and Machine Learning (Understanding Student Responses to Math Questions)

I am building a website/application in education. The website/application will ask students a series of mathematical questions which they answer. As they progress through these questions we want to develop a 'profile' of these students to determine their ability. However, we want to track more than just right or wrong answers to develop this profile, we want to develop something that takes in as many factors as possible to produce a single number that reflects each students ability as accurately as possible. Examples of factors that should be taken into account are:

1. Right or wrong answer

2. Time taken to answer the question

3. Number of wrong attempts before getting that question right

4. If the student asks for a hint/tip on a question

All this and more will be taken in to account to produce a single number that reflects their ability. We need this score to be extremely accurate so Teachers can rely on it and also it will allow us to serve questions to each student that reflects their ability.

Beyond that, we have a range of question styles (some harder than others) and questions of varying difficulty. That said, we want a system setup so that we can effectively present students with this questions in an iterative (progressive/sequential) manner for their learning benefit. The idea is that this platform would adapt to the students ability and present questions that are appropriate for that student.

This is just an example I have come up with, I would like someone with knowledge in machine learning, data science, education (preferable) and someone who can come up with creative ways to track vital information beyond just right and wrong answers to determine a students ability. We are also open to looking at other insights that you may feel are useful for a teacher looking to assess the students learning profile and ability.

Compétences : Algorithme, Traitement de Données, Science des données, Excel, Apprentissage Automatique

Voir plus : learning series, scientist ask questions, want develop website application, want scientist, getting someone develop website, ask questions, machine learning mehreen, machine learning companies vancouver, freelance machine learning, machine learning vancouver, freelancer machine learning, 1000 math questions

Concernant l'employeur :
( 6 commentaires ) Sydney, Australia

N° du projet : #8476088

14 freelance ont fait une offre moyenne de 262 $ pour ce travail

kannasanthosh

Hi, This is Santhosh from India. I am a Business Management Graduate with Computer Science engineering background who is passionate about Data, Mathematics and Technology. I have worked in few data analytics pro Plus

155 $ AUD en 3 jours
(24 Commentaires)
5.4
IMRADIANTSUPREME

hello i am a PhD in computer science. i can do this task perfectly. i can give you sample solutions.(message me for that) plz provide detail information. thanks

555 $ AUD en 3 jours
(11 Commentaires)
4.2
gayuh

Hi! I see that you want to develop a website with machine learning capability for assessment & profiling of students ability. Such a system would not be easy to develop, but not impossible. I have some insights: Plus

800 $ AUD en 30 jours
(4 Commentaires)
3.7
dhirajkhanna

Hey this sounds like really interesting work! I am an R programmer with fairly decent skills, you can check my reviews. I am adept at building machine learning algorithms like random forests, xgboost, ada boost and ne Plus

222 $ AUD en 3 jours
(4 Commentaires)
3.6
TheAVashe

hi. do message me so that i can explain you what other aspects could be considered and what different measures can be used for statistics to analyse the responses. the ML will finally work on it and generate results pe Plus

277 $ AUD en 15 jours
(5 Commentaires)
3.4
suyashdhoot

Hi I am a very experienced statistician . I have completed several pHD level thesis projects involving advanced statistical analysis of data. I have worked with data from several companies and have done projects involv Plus

250 $ AUD en 3 jours
(2 Commentaires)
3.1
prasannakumar20

A proposal has not yet been provided

155 $ AUD en 3 jours
(3 Commentaires)
3.4
statAnalysis

Hi, I am the founder of a small Austrian company focusing on data analysis. We can handle jobs in the field of data warngling, data science and data visualization. You are 8 hours ahead of Austria. So I can offer you d Plus

199 $ AUD en 5 jours
(1 Commentaire)
2.4
abapguru

A proposal has not yet been provided

222 $ AUD en 3 jours
(3 Commentaires)
0.1
cocax22

A proposal has not yet been provided

155 $ AUD en 3 jours
(0 Commentaires)
0.0
DanishHussain786

Hello Dear, I'm interested in this Job. I will try my best to deliver in time with a fine quality work. waiting for your response. Thanks

30 $ AUD en 3 jours
(2 Commentaires)
0.0
minsee

admin function ++++++++++++ 1. Provide feature to upload question, answer and hints. 2. Allow question to be assigned with level/difficulties (e.g. 1 easiest .. 10 hardest) . This will be used for random and sequen Plus

388 $ AUD en 7 jours
(0 Commentaires)
0.0
adrianomgil

A proposal has not yet been provided

155 $ AUD en 10 jours
(0 Commentaires)
0.0
ivanMozgovyi

Hello, I have real life experience with developing machine learning algorithms and solving data science problems. Have strong knowledge of Python (+ numpy, scipy, matplotlib), Matlab and D3.

155 $ AUD en 3 jours
(0 Commentaires)
0.0
archanapoojak

Hi. I am Archana from Karnataka, India. I completed my post-graduation in commerce. I taught statistics, accounting, costing, inventory management and financial management to degree students for 5 years. I know M Plus

111 $ AUD en 3 jours
(0 Commentaires)
0.0