Federico Rabinovich
Verified Expert in Engineering
Data Scientist and Developer
Federico是一名IT专业人士,在过去的15年里为数百名客户提供服务, 总是加倍努力,提供一流的产品. 五年前,他开始对深度学习充满热情,并参与了各种与人工智能相关的项目, 从使用LSTM的时间序列预测到使用ConvNets和transformer的计算机视觉和NLP任务. Federico已经建立了模型来自动验证文档, 节省了数千小时的手工工作,防止了数百万人的欺诈行为.
Portfolio
Experience
Availability
Preferred Environment
Jupyter Notebook,谷歌collaboration (Colab),谷歌Docs, Visual Studio
The most amazing...
...我所建立的模型能够很好地预测布宜诺斯艾利斯证券交易所的短期波动, improving my client's ROI by 85%.
Work Experience
Data Scientist | Data Specialist
Konfio
- 针对不同的业务用例处理各种与nlp相关的任务. 图像处理和简历相关的工作异常检测和欺诈预防.
- 在AWS基础设施上部署和生产模型.
- Performed monitoring, backtesting, 对产品化模型进行分析,以收集性能指标,并迭代部署新版本.
Data Scientist
Grupo Alpha Investing
- 研究了几个深度学习和机器学习模型,为股票交易所的短期波动创造了可靠的预测指标.
- 实施和生产基于lstm的网络,在布宜诺斯艾利斯证券交易所市场进行预测和自主操作.
- 与之前的领域知识投资策略相比,客户投资的投资回报率提高了85%.
Software Engineer | Machine Learning
Swiftpark Australia
- 设计并开发了一个基于网络的系统来管理澳大利亚的停车自动化.
- 概述并监督一款移动应用程序的开发,该应用程序用于停车检查人员使用地理定位和计算机视觉来获取车牌号码.
- 承担整个项目的所有权, 与业务所有者讨论需求和目标.
Full-stack Web Developer
PampaWorks
- 根据需要为数百个网站开发定制内容管理系统(CMS).
- 评估客户需求并将其转化为具体的技术要求.
- 实现文档化需求,构建数百个可管理的网站.
Experience
训练卷积神经网络的替代算法
基于NLP的客户电话质量自动评估系统
使用LSTM架构的时间序列预测
预测播种土地和作物类型的人工智能(CV)预测器
机器学习预测器,用于检测汽车何时已经停车
Skills
Languages
Python, Python 3, SQL, JavaScript, c#, Java, PHP, HTML, CSS
Libraries/APIs
NumPy, Pandas, Scikit-learn, OpenCV, Keras, TensorFlow, XGBoost, PyTorch
Paradigms
Data Science, Anomaly Detection
Platforms
Jupyter Notebook, Amazon Web Services (AWS), AWS Lambda
Other
Google Colaboratory (Colab), Machine Learning, Deep Learning, Computer Vision, Natural Language Processing (NLP), Unsupervised Learning, Supervised Learning, Programming, Web Development, Convolutional Neural Networks, Artificial Intelligence (AI), Computer Vision Algorithms, Algorithms, Supervised Machine Learning, Classification Algorithms, AI Design, Data Processing Automation, MVP Design, AI Programming, Deep Neural Networks, NLU, GPT, 生成预训练变压器(GPT), Language Models, Fine-tuning, Data Scientist, Hugging Face, Long Short-term Memory (LSTM), OCR, Time Series, APIs, Data Analytics, Forecasting, Data Visualization, Image Processing, Large Language Models (LLMs), Decision Trees, Text Processing, Image Analysis, Natural Language Understanding (NLU), Image Generation, Document Parsing, Graphics Processing Unit (GPU), ChatGPT, OpenAI GPT-3 API, CI/CD Pipelines, OpenAI, 生成预训练变压器3 (GPT-3), Prompt Engineering
Tools
谷歌Docs, Visual Studio, Amazon SageMaker
Storage
MySQL, Amazon S3 (AWS S3)
Education
迈向数据科学硕士学位的进展
布宜诺斯艾利斯大学-布宜诺斯艾利斯,阿根廷
系统工程学士学位
航空大学学院-科尔多瓦,阿根廷
Professional Degree in Systems Analysis
航空大学学院-科尔多瓦,阿根廷
Certifications
Computer Vision Nanodegree
Udacity
Practical Data Science
AWS
大规模构建云计算解决方案
Duke University
Natural Language Processing
DeepLearning.AI
Tensorflow Developer
DeepLearning.AI
AI for Medicine
Deep Learning AI
Deep Learning
DeepLearning.AI
Data Mining and Knowledge Discovery
University of Buenos Aires