Tetyana Loskutova, PhD
Verified Expert in Engineering
Data Scientist and Developer
Tetyana是一位技术企业家,致力于在创建新软件解决方案或改造旧软件解决方案时为客户提供端到端的服务. 她完成的一些项目包括财务和会计系统, ML-powered systems for NLP, forecasting, and anomaly detection. Tetyana为多个国家和不同行业的客户工作过, such as energy, government, education, and biotechnology.
Portfolio
Experience
Availability
Preferred Environment
Python 3, Amazon Web Services (AWS), Google Cloud Platform (GCP), Machine Learning, Python, Financial Modeling, Language Models, BERT, Document Parsing
The most amazing...
...我开发的项目是一个用于从上市公司监管报告中提取关键信息的NLP系统.
Work Experience
Director
Mbaassist
- 开发了短期市场预测系统. 该系统通过公司网站上的在线仪表板跟踪业绩. 市场预测系统也可通过API提供免费和付费选项.
- :. http://rapidapi.com/remote-works-default/api/media-obsessed-market/.
- Became a top ML tutor in the Greater Toronto area.
- 在一年多的时间里,帮助超过50个客户完成了中小型项目.
Data Scientist
Pivotal Consulting Group, LLC
- 针对PCG客户的营销活动开发了多个多渠道归因模型. 该模型基于马尔可夫链过程, first and last touch attribution, and linear attribution modeling.
- 开发用于管理PCG客户端的API应用程序, auto-generating pixels, enabling and disabling client websites, and channel tracking. 我的职责包括在Cloud Run上设计、架构和全面实现Django应用程序.
- 管理谷歌云平台和数据库,为客户端建模收集数据.
- 协助前端开发人员了解需求和前端实现.
- 每天自动进行模型计算,以提高API的响应能力.
- 实现了异步管理客户点击数据的队列和调度.
Machine Learning Manager
MultiChoice
- Recruited and coached a team of ML engineers. 我从零开始组建了一个团队,完成了一个预测项目, content recommendation system, and fraud detection system.
- 在我的团队中实现了敏捷开发过程, 这对我们部门的其他团队起到了榜样作用.
- 在全公司建立利益相关者合作关系. 我领导过跨部门的数据科学和机器学习项目.
Chief Data Scientist | Founder
Futuresgroup NL
- 设计并实施国际贸易跟踪系统. 该系统对大量数据进行处理和协调,以分析和预测国际贸易和政治局势的变化.
- Researched, designed, 并开发了国际投资风险和机会分析仪表板. 该系统基于结构化和非结构化数据, including news, collected from various sources.
- 在我的团队中实现了敏捷开发过程.
Consultant
Control Risks
- 使用异常检测算法检测事务性数据. 这些数据帮助定罪了一家银行信贷欺诈集团的成员.
- 使用机器学习算法检测保险欺诈集团.
- 与中东的团队一起参与欺诈检测项目, South Africa, and the USA, preprocessing large volumes of data for analysis.
- 开发销售线索跟踪和管理网络系统.
IT Consultant
EOH Holdings
- 建立了多个机器学习模型用于能源需求预测.
- 开发了一个基于短信的电站维护调度和通知系统.
- 使用数据科学工具开发市政收入改进系统.
- 创建了基于网络的气候变化监测与评估系统的设计与架构.
Experience
Detection of Brain Tumors On MRI
http://drive.google.com/file/d/1u6tE74yz2sFzVKVc1EOvbek6aicasWGH/view?usp=sharing输入从保存在*中的T1和T2扫描中获取.dcm文件,并在3D Slicer软件中显示输出.
VoiceAPI
http://github.com/tetyanaloskutova/VoiceAPI该API可部署在AWS Fargate上,并使用Tacotron PyTorch模型进行训练和推理. 除了语音生成之外,API还提供了在新样本上微调模型的选项.
基于媒体趋势的日前市场价格预测
http://rapidapi.com/remote-works-default/api/media-obsessed-market/http://mbaassiste.herokuapp.com/
Skills
Languages
SQL, Python 3, Python, R, JavaScript, GraphQL, Java
Frameworks
Django, Spark, .NET
Libraries/APIs
TensorFlow, Scikit-learn,社交媒体API, REST API, PyTorch, Keras, SpaCy, Salesforce API
Tools
Amazon SageMaker, Jupyter, BigQuery,谷歌Analytics, AWS Fargate, Azure ML Studio, Tableau
Paradigms
Data Science, B2B, Test-driven Development (TDD)
Platforms
Oracle, Google Cloud Platform (GCP), Amazon Web Services (AWS), Azure, AWS Lambda, Docker, Kubernetes, Databricks, Linux, QlikView, Heroku, Apache Kafka
Storage
Databases, NoSQL, MongoDB, Amazon DynamoDB, Google Cloud Datastore, Google Cloud, Amazon S3 (AWS S3), BigQ
Industry Expertise
Social Media
Other
Natural Language Processing (NLP), Deep Learning, Statistical Analysis, Decision Modeling, Machine Learning, Financial Data, Financial Modeling, Artificial Intelligence (AI), Text Analytics, Lambda Functions, Cloud Infrastructure, Large Language Models (LLMs), Business to Business (B2B), Full-stack, Software Architecture, Technical Leadership, Computer Vision, Architecture, Language Models, PDF, BERT, Document Parsing, Deep Neural Networks, NLU, Data Analytics, Data Analysis, Leadership, GPT, Generative Pre-trained Transformers (GPT), eCommerce, Modeling, Convolutional Neural Networks, Object Detection, Marketing Mix Modeling, Marketing Attribution, Market Research, Market Research & Analysis, CTO, Chatbots, OCR, Reinforcement Learning, Biostatistics, Numerical Methods, Statistics, Tax Accounting, Applied Physics, Negotiation, Wireless, Dash, SAP, Non-fungible Tokens (NFT), Regression, APIs, Attribution Modeling
Education
Master's Degree in Physics
McMaster University - Hamilton, ON, Canada
Ph.D. in Business
南非约翰内斯堡的威特沃特斯兰德大学
Certifications
Les Fondamentaux de la Négociation
ESSEC Business SchoOl Through Coursera.
Economics of Competing Energy Sources
Stanford University
Certified Wireless Engineer
Duxbury
Certified Energy Manager
Association of Energy Engineers
Oracle SQL
Oracle