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Mô Tả Công Việc
DATX Vietnam (DAT Technologies) is leading in utilizing ML and AI in investment not just in Vietnam, but also in other countries such as Australia, and we are moving fast into other big markets like US and EU. We apply ML and AI to help our customers not just saving their time for investing in share market, but also warrant a stable income from their investment.
At DATX Vietnam, our primary goal is to bring share investment to everyone, so that as a community, we all share the wealth and growth of our fast-growing market in Vietnam.
As a Data Scientist with NLP & ML skills set, you will be working in a fast-paced environment which needs a mindset of a start-up and an entrepreneur that is not hesitant to constantly shift gears, test and learn.
You will be part of the company, you will be working with stakeholders by Agile and Design Thinking Methodologies, innovating and improving the way people invest in share and crypto-currency market with Data Science AI Technology. Together with DAT you will deliver everything from state-of-the-art solutions to quicker value proving solutions
Our CTO: Van Bui Cuong (PhD of Swinburne University) - Expert in smart contracts, AI and ML in Finance
- Data scrapping from Facebook pages, Zalo, WhatsApp and Telegram’s group, and other online materials.
- Research, develop and evaluate advanced text processing algorithms and implementations
- Prototype and develop algorithms and advanced machine learning techniques for DAT’s feature, model and applications
- Stay up to date with tech, prototype with and learn new technologies, proactive in technology communities
- Develop innovative solutions in areas such as machine learning, computational linguistics, Natural Language Processing (NLP), advanced and semantic information search, extraction, induction, classification and exploration
- Create products that provide a great user experience along with high performance, security, quality, and stability
- Build and implement advanced machine learning models for financial/ techninical data analysis in share market, crypto market
- Collaborate with other teams
Yêu Cầu Công Việc
- Master’s or PhD degree in STEM or AI/ML areas would be a big bonus.
- 1+ years of professional experience as a data scientist or related roles.
- 1+ years of work experience in text related projects.
- 3+ years of work experience in software development, software engineering.
- Experience in setting up supervised & unsupervised learning Client/NLP models including data cleaning, data analytics, feature creation, model selection & ensemble methods, performance metrics & visualization
- Knowledge in signal processing techniques including adaptive filtering, filter banks and wavelet processing, speech analysis and synthesis, speech and audio coding.
- Experience in text classification topic mining speech enhancement and speech/audio coding and compression.
- Strong experience in prediction using Machine Learning and Deep Learning
- Hand on experience in feature extraction techniques (GMM, HMM, NMF / spectrograms, MFCC etc) for voice recognition and audio event classification.
- 4+ years of work experience with Python, advance in Pandas, web scrapping
- Hand on experience with machine learning techniques such as deep neural nets (DNN, CNN, LSTM-RNN)
- 3+ years of experience working in Agile team environment
- Experience working in a cloud environment (AWS, Azure, GCP) or a containerized environment (Mesos, Kubernetes)
- Good understanding of the complexity of developing and productizing real-world AI/ML applications such as prediction, recommendation, computer vision, bots, NLP, sentiment, knowledge and content intelligence, etc.
- Knowledge of Text Analytics with a strong understanding of Client & NLP algorithms and models (GLMs, SVM, PCA, NB, Clustering, DTs) and their underlying computational and probabilistic statistics
- Deep knowledge of some of the popular ML frameworks such as TensorFlow, scikit-learn.
- Designing and documenting data architecture at multiple levels (high-level to detailed) and across multiple views (conceptual, logical, physical, data flow and sequence diagrams)
- Providing active hands-on architectural guidance and leadership through the entire lifecycle of development projects
- Ability to translate business requirements into conceptual and detailed system architecture and technology solutions
- Ability to develop and lead proof-of-concepts, deliver practical, working solutions
- Design, implement and deploy scalable, distributed solutions to support real-time NLP data analytic platform using modern engineering principles and techniques
- English: good to communicate and work
Hình thức
Quyền Lợi
- Competitive Salary Up to $2500
- Online interview accepted, One round interview with CTO (PhD) and CDO.
- Salary increments and bonus basing on OKRs mid-year and year-end review
- 13th-15th month salary in accordance with Company’s policies and regulations
- Annual summer vacation, Team-building activities
- ESOP Policy
- Technical and dynamic environment
- Career development opportunities in leading skills such as technologies, problem solving
- Work with leading experts in the world’s science, IT, Finance, Research and Blockchain.
- Increase the ability to manage time, work, projects, especially research and technology projects.
- Opportunity to contribute and build for the leading start up in the field of providing securities, financial and real estate services in Vietnam, and towards the world.
