胡安·曼纽尔·奥尔蒂斯·德·萨拉特
Verified Expert in Engineering
数据科学家和开发人员
Currently, 胡安是布宜诺斯艾利斯大学的博士候选人, 研究人工智能的主题, NLP, and social networks. 他拥有超过十年的专业开发经验. For the last few years, he’s been immersing himself in various types of data science projects and loving every minute of it. 胡安喜欢处理数据问题, 建立预测模型, 学习最先进的技术.
Portfolio
Experience
Availability
Preferred Environment
RStudio, Jupyter Notebook
The most amazing...
...我写的是一个监控社交网络的网页应用. 它的后端是R语言,用于统计数据,前端是PHP.
Work Experience
Chief Developer
P36 Labs
- 开发了一款手机应用来谈判足球合同. The app was very similar to Whatsapp but with the possibility of attaching contracts to chats, creating the terms, voting them, 通过GPT生成合同文本, and finally signing it.
- Led the development team composed of me, a senior programmer, a junior programmer, and a tester.
- Developed the AI feature to write the contract based on the terms voted and the language of the club hiring the player.
- Managed the process of uploading the app to the Play Store, App Store, and Amazon server.
- Charged with evaluating, selecting, 承包外部邮寄服务, hosting, signing, database, and more.
- Managed the relationship with the client to define the features, UX, UI, and timesheet.
Senior Data Scientist
Fundar
- 管理和监督外部学生的研究.
- 与内部和外部成员一起管理一个不同类型的研究项目.
- Interviewed external collaborators and consultants to hire for specific projects and technical works.
Ph.D. Student Researcher
布宜诺斯艾利斯大学
- 用R和Python创建了新的技术来分析社交网络上的讨论.
- 预测电影评论使用IMDB数据库与R.
- 通过Python模型使用NLP预测隐含子句.
- Developed new techniques to predict controversy with NLP techniques on social networks with R and Python.
- Created new techniques to graph clusters with NLP techniques on social networks with Python and R.
自由数据科学家顾问
Massomedia S.A.
- 使用Python通过电话调查预测总统投票.
- 使用R分析了Twitter和Facebook上的几个讨论.
- 使用R, PHP和MySQL开发了一个web应用程序来监控社交网络和媒体.
- 用Python开发了一个产品,可以分析关于产品销售的电话调查.
- 向客户展示每项任务的结果、结论和解释.
R Specialist
Beryl资本管理有限责任公司
- 配置并安装了一个脚本,用于从代理下载和分析数据.
- 修复损坏的R库以修复财务脚本.
- Connected to the client's computer and chatted in real-time to test the script and apply all the fixes.
Front-end Developer
Nixtla Inc.
- 用TypeScript为JupyterLab开发新的自定义插件.
- 研究了JupyterLab文档,了解如何创建新特性.
- Documented the creation of the new features and how they can be extended and installed in new environments.
Technical Editor
Auth0
- Corrected and edited technical articles about the latest technologies implementations.
- 本文中描述的经过测试的技术实现.
- Evaluated writers' applications from all over the world for the company writers program.
Head Teaching Assistant
布宜诺斯艾利斯大学
- 担任数据组织学科的首席助教. 在这门课程中,我们试图向学生介绍数据科学. 本课程是信息工程专业必修职业规划的一部分.
- 与另一位教授一起设计所有的课程内容. 因为新冠肺炎封锁, all of the online classes (in Spanish) are available on YouTube; if you would like to view them, contact me for the link.
- 教一半的理论课和一半的实践课. I also have to coordinate the teachers of the practical lessons and prepare and correct the final exams and practical works.
- Designed the final test and the practical work that students must be approved to complete the subject.
Data Scientist
Carrie Beam Consulting
- Created new functionalities in R to give a graph of financial relations suggesting new unions that improved trade between the actors.
- 优化图形算法,使其能够处理大型数据集.
- 发现现有R代码中的错误,并提出更好的建议.
Teaching Assistant
阿根廷大学Católica
- 为数据科学课程编写实践课程.
- 数据科学科目的修正考试和实践作业.
- 辅导和回答学生关于数据科学主题的问题.
- 解释机器学习技术, regularizations methods, 特征提取与选择, 数据可视化方法, 以及更多与数据科学相关的任务.
Statistical Developer
中央公园顾问有限责任公司
- Predicted Bitcoin 1D, 3D, 和7D回归与多项回归和广义加性模型(GAMs).
- Predicted Bitcoin 1D, 3D, 7D为正负值,分类模型为randomForest, XGBoost, and Bagging.
- 通过Jupyter notebook和R Shiny动态图形报告结果.
Data Analyst
LL Media, LLC
- 使用Python和Pandas标准化了关于潜在客户的多个信息源.
- 使用Python在不同类型的活动中对每个源的性能进行评分, Pandas, and Matplotlib.
- Predicted good leads by demographic data using machine learning classifiers scikit-learn.
- Predicted bad leads by demographic data using machine learning classifiers scikit-learn.
- 分析引线数据,找出引线表现好坏之间的简单相关性.
Teaching Assistant
布宜诺斯艾利斯大学
- 为计算机结构1班编写实践课.
- 计算机结构1课程的批改试题和实践作业.
- 在计算机结构1课上辅导并回答学生的问题.
Teaching Assistant
布宜诺斯艾利斯大学
- 为网络理论课编写并讲授实践课.
- 网络理论课程的考试和作业批改.
- 辅导和回答学生在网络理论课上的问题.
高级全栈开发人员
Telam
- 开发和维护记者系统, which allowed them to write different types of notes and publish them on the news site.
- 建立并维护广告费管理系统.
- 开发REST API与其他媒体新闻网站连接.
高级全栈开发人员
Intraway
- 建立并维护呼叫中心协助系统.
- 开发和维护功能,与机顶盒系统沟通并重置它们.
- Constructed and supported a dynamic decision tree to give the best answers to clients based on their specific problems and configurations.
- Created and maintained an internal ticket system to organize tasks and assign them to different teams.
Principal Developer
Imprek
- 制定公司的管理制度.
- 建立技术服务管理系统.
- 维护库存系统.
- 实现了一个从柯达机器上打印数码照片的系统.
- 开发公司的财务系统.
Experience
Data scientist at Fundar
布宜诺斯艾利斯大学数据科学教授
http://orga-de-datos.github.io/我负责教授理论和实践课程, 纠正和设计期中考试, and taking final tests. 因为新冠肺炎封锁, all of the online classes (in Spanish) are available on YouTube; if you would like to view them, contact me for the link.
Technical Editor
http://auth0.com/blog/I should also test the applications or code the authors develop in the article to see if they were well designed and implemented.
社会网络分析在R和Gephi:挖掘到Twitter
http://martin.videobride.net/r/social-network-analysis-in-r-gephi-tutorial用R和Gephi理解Twitter动态:文本分析和中心性
http://martin.videobride.net/r/social-network-analysis-in-r-gephi-2集成方法:Kaggle机器学习冠军
http://martin.videobride.net/machine-learning/ensemble-methods-kaggle-machine-learn展望数据科学的未来
http://jmanuoz.github.io/a-reflection-on-the-future-of-AI.htmlIn this article, 我将介绍数据科学对我们生活的影响, how we get here, 一些代表性案例, and where we are going.
2021年要使用的十大最佳数据科学开发框架
通过调查预测总统选举
I detected to which political cluster the undecided persons were close using clustering and machine learning techniques. 有了这些信息,我就能非常准确地预测他们的投票结果.
应用程序监控社会网络
它在R中有一个后端来下载信息, process it, 并计算统计数据和PHP前端显示数据. 我还使用C来管理会话、创建、删除、修改搜索等等.
星星重新排列:改进IMDb评级系统
http://martin.videobride.net/data-science/improving-imdb-rating-systemIn this article, I show you how to refine IMDb scores and create a better ranking system through data science and machine learning techniques.
预测Kindle评论
雇用数据科学家-最佳实践和职位描述模板
In this article, I advise you on how to improve your candidates' research and hire the best profiles for your team.
Education
Ph.D. 计算机科学学位(正在攻读)
布宜诺斯艾利斯大学-布宜诺斯艾利斯,阿根廷
计算机科学硕士学位
布宜诺斯艾利斯大学-布宜诺斯艾利斯,阿根廷
Certifications
具有大型语言模型的生成式AI
Coursera
LangChain:与数据聊天
Coursera
开发人员的ChatGPT提示工程
Coursera
Deep Learning
Coursera
Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
Coursera
机器学习实验室
ITBA | Instituto Tecnológico de Buenos Aires
Skills
Libraries/APIs
igraph, Scikit-learn, Matplotlib, Pandas, Keras, Ggplot2, NumPy, jQuery, Caret, TensorFlow, Bloomberg API, Node.js
Tools
Dplyr, Seaborn, Jupyter, Auth0, Bloomberg, ChatGPT
Frameworks
RStudio Shiny, CodeIgniter, .NET, React Native
Paradigms
数据科学、测试驱动开发(TDD)
Languages
PHP 7, Python, Python 3, R, SQL, JavaScript, CSS, PHP, TypeScript, HTML
Platforms
RStudio, Jupyter Notebook, Linux, WordPress, Oracle, Gephi, SharePoint, Bloomberg Terminal, Kindle, 亚马逊网络服务(AWS)
Storage
MySQL, MongoDB
Other
Data Visualization, Charts, Social Networks, Social Network Analysis, Visualization Tools, OOP Designs, Machine Learning, Data Analytics, Data Analysis, Big Data, 自然语言处理(NLP), 人工智能(AI), OpenAI GPT-3 API, OpenAI GPT-4 API, Leads, Data Preprocessing, Education, Time Series, Time Series Analysis, Clustering, Statistics, Code Review, Source Code Review, Team Management, Interviewing, 生成预训练变压器(GPT), Deep Learning, 生成预训练变压器3 (GPT-3), 大型语言模型(llm), Cloud, Feature Analysis, Web Scraping, Network Theory, Computer, Structure, University Teaching, Stock Market, Stock Trading, Graphs, Networks, Computer Science, Writing & Editing, Hiring, Technical Writing, Authentication, Authorization, Back-end, Front-end, Data Engineering, Forecasting, JupyterLab, Blogging, Blog Posting, Technical Hiring, Financial Data, GPT, fastText, Neural Networks, Deep Neural Networks, LangChain, Data Scientist, 基于扩散的AI模型, 生成对抗网络(GANs)
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