What are the responsibilities and job description for the G01 - Data Scientist position at FPT Asia Pacific Pte Ltd?
About the Role
You'll be responsible for analyzing user interactions, optimizing chatbot performance, and developing advanced functionalities to enhance user experience.
Responsibilities : Model Development :
Develop and refine machine learning models to improve chatbot performance in tasks such as intent classification, dialogue management, and sentiment analysis.
Experiment with different models and algorithms to achieve optimal results.
Collaborate with engineers to integrate models into the platform.
Data Analysis :
Conduct in-depth analysis of interaction data to identify patterns, trends, and areas for improvement.
Utilize statistical techniques and visualization tools to communicate findings effectively.
Develop key performance indicators (KPIs) to measure chatbot effectiveness and track progress.
Natural Language Processing :
Apply NLP techniques to understand user queries, extract relevant information, and generate appropriate responses.
Explore cutting-edge NLP methods to enhance chatbot capabilities.
Innovation :
Stay up-to-date with the latest advancements in machine learning, NLP, and chatbot technologies.
Propose and implement innovative solutions to address chatbot challenges and improve user experience.
Collaboration :
Work closely with engineers, product managers, and other stakeholders to ensure that data-driven insights are effectively integrated into the platform.
Qualifications :
Min. Bachelor's degree in Computer Science, Statistics, Mathematics, or a related field (or equivalent experience).
Proven experience in data analysis and machine learning with tools including but not limited to : Python and libraries like scikit-learn, TensorFlow, or PyTorch.
Strong understanding of Natural Language Processing (NLP) concepts and techniques.
Experience working with real-world, large-scale datasets.
Excellent communication and collaboration skills.
Ability to work independently and manage multiple projects simultaneously.
Experience and Skills Needed :
Capable of translating business use cases into analytical problems and identifying appropriate data sources to tackle these problems.
Proficient in writing scripts for data preparation and analysis, using modern analysis tools & programming methodologies.
Proficient in cleaning, imputing, and correcting anomalies in the collected structured or unstructured data to ensure a high standard of quality in data sets to be used in the analysis work.
Proficient in exploring and analyzing datasets, applying probability and statistical methodologies and techniques to discover insights from the data.
Proficient in building machine learning models to identify, recognize patterns and make predictions.
Proficient in design principles and use of visualizations to best convey the intended information.
Capable of developing data visualization from standalone graphs and charts onto highly customized tools and apps while tightly integrated to the data systems for real-time visualization of information.
Capable of translating results from analysis work into actionable recommendations for stakeholders.
Capable of communicating results from analysis work in a coherent data story for stakeholders.
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