Mô tả công việc
Giới thiệu về công ty
- 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
Trách nhiệm 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.
- String 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
Kỹ năng & Chuyên môn
- 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
- English: good to communicate and work
Phúc lợi dành cho bạn
- 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
- Learning and Development programmes
- 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.
- Time: Mon - Fri (08:00 - 12:00, 13:00 - 17:00)