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, always going the extra mile to deliver superb products. 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, Google collaboration (Colab), Google 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
AI Engineer
Toptal
- 为伯特基分类器开发了一种新的训练方法,在分类任务(NLP)中实现了人类水平的性能。.
- 训练CV模型(Yolov8)用于目标检测,采用新方法合成新数据点.
- Built a RAG-based chatbot (LangChain, vector store, GPT4), 为用户提供一个易于使用和基于事实的界面,以便与专有数据进行交互.
- 为法学硕士和聊天机器人应用程序开发不同的评估指标.
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.
- Assumed the ownership of the entire project, 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
Alternative Algorithm to Train ConvNets
基于NLP的客户电话质量自动评估系统
Time Series Forecasting Using LSTM Architectures
预测播种土地和作物类型的人工智能(CV)预测器
ML Predictor for Detecting When a Car Has Already Park
Education
Master's Degree in Data Science
University of Buenos Aires - Buenos Aires, Argentina
Bachelor's Degree in Systems Engineering
Aeronautical University Institute - Cordoba, Argentina
Professional Degree in Systems Analysis
Aeronautical University Institute - Cordoba, Argentina
Certifications
Computer Vision Nanodegree
Udacity
Practical Data Science
AWS
Building Cloud Computing Solutions at Scale
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
Skills
Libraries/APIs
NumPy, Pandas, Scikit-learn, OpenCV, Keras, PyTorch, TensorFlow, XGBoost
Tools
Google Docs, Visual Studio, ChatGPT, You Only Look Once (YOLO), Amazon SageMaker
Languages
Python, Python 3, SQL, JavaScript, c#, Java, PHP, HTML, CSS
Platforms
Jupyter Notebook, Amazon Web Services (AWS), AWS Lambda
Paradigms
Data Science, Anomaly Detection
Frameworks
LightGBM
Storage
MySQL, Amazon S3 (AWS S3)
Other
Google Colaboratory (Colab), Machine Learning, Deep Learning, Computer Vision, Natural Language Processing (NLP), Unsupervised Learning, Supervised Learning, Programming, Web Development, Time Series, Convolutional Neural Networks (CNN), Artificial Intelligence (AI), Computer Vision Algorithms, Algorithms, Large Language Models (LLMs), Supervised Machine Learning, Classification Algorithms, AI Design, Data Processing Automation, MVP Design, AI Programming, Deep Neural Networks, NLU, GPT, Generative Pre-trained Transformers (GPT), Language Models, Fine-tuning, Data Scientist, Hugging Face, Predictive Modeling, Time Series Analysis, Neural Networks, Generative AI, Transformer Models, Object Detection, Minimum Viable Product (MVP), BERT, Logistic Regression, Long Short-term Memory (LSTM), OCR, APIs, Data Analytics, Forecasting, Data Visualization, Image Processing, Decision Trees, Text Processing, Image Analysis, Natural Language Understanding (NLU), Image Generation, Document Parsing, Graphics Processing Unit (GPU), OpenAI GPT-3 API, Prompt Engineering, OpenAI GPT-4 API, Generative Artificial Intelligence (GenAI), Retrieval-augmented Generation (RAG), Generative Adversarial Networks (GANs), Chatbots, CI/CD Pipelines, OpenAI, Generative Pre-trained Transformer 3 (GPT-3), Text to Speech (TTS), Cloud, LangChain
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