Senior Data Scientist

職缺超過 1 年前更新

職缺描述

Main fields of development are :

  • Classify posts and accounts from 12 sm/fintech platforms covered in order to get nuanced sentiment (e.g. bullish bots or long-short FOMO) towards more than 20k assets (stocks, etf, crypto)
  • Classify accounts by their professionalism and stance to certain market strategies

職務需求

Gradient boost (XGB, LGBoost, Catboost) based on text/image features to classify retail investor profiles and posts

NLP models:

  • HuggingFace Transformers (currently MT5, T5, XLM-roberta, for Weavitae-db embedding representation we use Sentence-based Transformer models)

NLP preprocessing

  • Be able to come up with quick embeddings realization
  • Frameworks like Rubrix for labeling data is a great plus
  • Keyword extraction with KeyBert, yake, multi-rake, summa - needs understanding of both tf-idf and deep models

Active participation in company life (e.g. new ideas, pet projects, opensource) is much appreciated

Understanding of Chinese social media platforms, especially: WeChat, Weibo, Zhihu


Preferred Qualifications

Highly appreciated but not crucial:

  • GAN’s
  • Adversarial attacks (poison and evasion on text and graphs)
  • PyTorch Serve


1
需具備 3 年以上工作經驗
110,000 ~ 150,000 TWD / 月
100% 遠端工作
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關於我們

AI powered SaaS Forensic Solution to dominate disinformation, advance online integrity and digital trust.

We defend businesses against the increasing threat of online disinformation
by detecting & predicting social media manipulation.

Our first solution dedicated to financial services Pump by ZeNPulsar delivers a unique threat intelligence analysis and monitoring solution of engineered narratives based on an exclusive combination of data science and AI analytical methods fine-tuned specifically for this purpose.

ZeNPulsar currently analyzes sources including 12 social media platforms (such as Facebook, Gab, Reddit, Telegram, Twitter, and YouTube) and pricing and market data for thousands of securities, including ETF and crypto assets in real time. As the models and datasets created by ZeNPulsar are sharply focused on market manipulation, and not broad social listening paradigms, they provide much-needed forecasting capabilities.


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職缺

全職
中高階
1
10萬 ~ 12萬 TWD / 月
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