Careers
Opportunity at Hana Institute of Technology
HFG offers opportunity for growth as innovative financial leaders.
Big Data
Data Scientist Research on algorithms and based on big data Required tasks
- Required tasks
- Big data analysis/algorithm modeling
- Big data analysis, development of prediction models
- Development of big data business models
AI Quant
Research on investment strategies through financial data
analysis
- Required tasks
- Analysis/modeling of financial investment data
- Quantitative analysis of financial data
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Research/modeling of investment strategies through
quantitative methods
AI
Computer Vision Research on AI that understands images and videos
- Required tasks
- Research and service development on computer vision technologies
-
Research and service development on segmentation / detection /
recognition / classification technologies on people, objects and text - R&D on related existing (prior) technologies
NLP Text Mining Research on AI that understands and can use natural language
- R&D on AI services related to natural language processing
-
Conversational AI technologies (Q&A, MRC [machine reading
comprehension], conversation models, NLU, NLG, etc.) -
NLP-based technologies (morpheme analysis, object name
recognition, syntax analysis, language models, etc.) -
Text mining technologies (data extraction, reputation
analysis, document summarizing, document classification,
topic modeling, etc.) - Precedent research on NLP sector
Information Retrieval Research on AI that provides personalized data for each customer
- Required tasks
- R&D on information retrieval AI services
- Information retrieval modeling, designing of search engines
- Algorithms for defining degree of similarity and ranking of text.
-
Algorithms for extracting, refining and measuring similarity
and ranking of keywords - Refining and structuralizing data
- Precedent research on information retrieval (Neural IR, etc.)
Knowledge Engineering Research on and creation of AI memory storage
- Required tasks
- Intelligent knowledge-based system
- R&D on intelligent knowledge support systems for financial data
-
Ontology-based knowledge modeling, creation of knowledge
databases
Platform
AI platform R&D
Research on AI platforms that can turn anyone into a data
scientist
- Required tasks
- Research on finance-specialized AI modeling platforms
-
Research on software engineering methodologies for data
analysis modeling - Designing frameworks for data analysis modeling
-
Research on algorithms for high-speed parallel processing
of deep learning and machine learning - R&D on service platforms for machine learning models
-
Research and software development on structures for large,
cloud-based distributed or parallel processing platforms
Research on investment AI platforms
Research on emerging AI platforms and studying of
investment strategies
- Required tasks
-
Investment strategy modeling, platform design, prototype
development - Advancements in backtesting system
- Designing statistics checking system
- Designing of strategic safety test platforms
- Creating platform structures, operational guidelines, etc.
- Collection, application and pre-processing of financial data
- Repackaging and deployment of project output
DT Strategy
& Planning Research
DT Strategy & Planning Research
Creation of and research on strategies to lead DT of
financial industry
- Required tasks
- Research on digital megatrends
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Analytical research on finance DT strategies and their effect
on industry - DT project planning, research on technology roadmaps
- Designing of mid/long-term vision and HR strategy
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Research outcome management, operation of quality
control processes