亚历山德罗Pedori，德国柏林的开发者
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亚历山德罗Pedori

Verified Expert  in Engineering

人工智能开发人员

Location
Berlin, Germany
至今成员总数
2022年11月18日

Alessandro是一个全栈AI, NLP, and ML engineer, consultant, and architect with several years of experience teaching AIs what to do and building the code around it, 主要是Python. 他还喜欢帮助人们了解当前系统的局限性, 筛选首先实现什么, building code, teaching, consulting, mentoring, and coaching. 最重要的是，亚历山德罗热衷于技术如何使人类发光发热.

ProgrammingAlgorithms自然语言处理(NLP)NLU人工智能(AI)机器学习Chatbots深度神经网络AI Design大型语言模型(llm)MacOSUnixPythonScikit-learnAgileAWS BedrockGPT-3提示工程AWS TextractWhisperAlexaMLOpsLocalizationChatGPT

Portfolio

IFS Collective
敏捷项目管理，人工智能设计，教练，心理学 & Mental Health...
Hyper Island
敏捷，大学教学，促进，研讨会促进，编程...
企业人工智能咨询UG
Python 3, Scikit-learn, Pandas, PyTorch, Git, Agile, workshop...

Experience

Unix - 20 years自然语言处理(NLP) - 13年GPT - 13 years系统设计- 11年Python - 11年工作坊协助- 11年人工智能(AI) - 11年技术咨询- 6年

Availability

Part-time

首选的环境

MacOS, Linux, Python, Visual Studio Code (VS Code)

最神奇的...

...tool I've developed is a system to understand the intention of not renewing a subscription from client emails hinting to churn.

Work Experience

联合创始人| CTO |教练

2022 - PRESENT
IFS Collective
  • 共同创造公司的产品，塑造目标和在线形象.
  • Envisioned, prepared, 并促进了在线解散会议, 使软件和工具适应在线环境.
  • 利用人工智能构思、开发和测试应用程序，以支持IFS和其他谈话疗法.
技术:敏捷项目管理，人工智能设计，教练，心理学 & Mental Health, Workshops, 车间便利化, Facilitation, Healthcare, Health, 早期的创业公司, Healthcare IT, 生成预训练变压器(GPT), GPT-2, DaVinci, OpenAI, 技术领导, Social Media, Chatbots, 会话接口, 大型语言模型(llm), OpenAI GPT-3 API, 通用人工智能(AGI), Hugging Face, 最小可行产品(MVP), 文本转语音(TTS), 自动语音识别(ASR), Speech to Text, ChatGPT, 语音识别, 说话人识别(SI), 生成预训练变压器3 (GPT-3), 语音合成, API Integration, Writing & Editing, Content Writing, AI Chatbots, 自然语言工具包(NLTK), 生成式人工智能(GenAI), LoRa

行业领袖| AI商业顾问课程

2021 - PRESENT
Hyper Island
  • Developed a curriculum that helps beginners get hands-on experience in programming and performing preliminary actions.
  • Found, briefed, and coordinated workshop facilitators hosting lessons for the students.
  • 筛选学生的想法，并与他们一起开发项目.
Technologies: 敏捷，大学教学，促进，研讨会促进，编程, Python 3, 敏捷项目管理, Public Speaking, Communication, Open Source, AI Design, Visual Studio Code (VS Code), Consulting, 图像处理, 快速原型, 快速发展, 快速应用开发(RAD), 技术咨询, 创业咨询, 生成预训练变压器(GPT), GPT-2, DaVinci, 人工智能(AI), 机器学习, OpenAI, Cloud Platforms, 软件架构, 技术领导, 社交媒体api, NLU, 深度神经网络, 通用人工智能(AGI), Hugging Face, Fine-tuning, 图形处理器(GPU), 最小可行产品(MVP), Speech to Text, ChatGPT, 语音识别, 生成预训练变压器3 (GPT-3), API Integration, Writing & Editing, Content Writing, Algorithms, 数据可视化, AI Chatbots, 生成式人工智能(GenAI)

首席技术官

2020 - PRESENT
企业人工智能咨询UG
  • Designed proof of concept and minimum viable products for several consulting projects, 包括需求和实现.
  • 进行可行性研究, 对所需技能进行分类, 安排并进行必要的采访, 对团队进行高层次的项目管理.
  • 为中小型企业举办数据成熟度和人工智能准备研讨会.
技术:Python 3, Scikit-learn, Pandas, PyTorch, Git, Agile, workshop, 车间便利化, APIs, Web开发, Architecture, Leadership, Communication, Open Source, 文本生成, Language Models, AI Design, 早期的创业公司, Startups, Visual Studio Code (VS Code), Programming, Consulting, 快速原型, 快速发展, 快速应用开发(RAD), 技术咨询, 创业咨询, 生成预训练变压器(GPT), GPT-2, DaVinci, Text Processing, 人工智能(AI), GPT, 自然语言处理(NLP), 机器学习, OpenAI, PostgreSQL, Data Science, Cloud Platforms, Amazon Textract, Full-stack, 软件架构, 技术领导, Social Media, 社交媒体api, NLU, 文档解析, 测试驱动开发(TDD), 深度神经网络, NLPP, PDF, BERT, 会话接口, 文字识别, Data Reporting, Data Analytics, Data Analysis, Amazon Lex, 大型语言模型(llm), Data Processing, 数据转换, CSV, Laravel, Automation, PHP, OpenAI GPT-3 API, 通用人工智能(AGI), Hugging Face, Fine-tuning, 图形处理器(GPU), 最小可行产品(MVP), 文本转语音(TTS), Frameworks, 自动语音识别(ASR), XML, Speech to Text, OpenAI GPT-4 API, ChatGPT, 语音识别, Amazon S3 (AWS S3), 说话人识别(SI), AWS步骤函数, 生成预训练变压器3 (GPT-3), 语音合成, API Integration, Writing & Editing, Content Writing, 模型开发, Algorithms, Data Matching, eCommerce, CSV文件处理, Inventory, Retail & Wholesale, 法律科技(Legaltech), Insurance, Amazon, 数据可视化, 回归建模, 统计建模, AI Chatbots, 自然语言工具包(NLTK), Custom Models, Topic Modeling, 生成式人工智能(GenAI), T5

数据科学和Python垂直领域的高级P2P面试官

2020 - PRESENT
自由职业者的工作板
  • Structured interviews for experienced Python programmers and created the curriculum for the data science vertical, 包括数据科学家, data engineers, 机器学习工程师, 数据分析师.
  • 面试100+名候选人, 从中层到CTO, 评估他们解决问题的能力, 技术技能, and live coding.
  • Developed proposals for live coding, allowing non-exerts to participate in technical interviews.
技术:Python, Scikit-learn, PyTorch, Keras, Statistics, 机器学习, 生成预训练变压器(GPT), GPT, 自然语言处理(NLP), System Design, Interviewing, Team Management, Programming, 集装箱化, Communication, Data Science, Cloud Platforms, 软件架构, NLU, 文档解析, 深度神经网络, Frameworks, Algorithms

MVP Developer

2023 - 2023
赫斯特科技
  • Developed an app for Hearst media group to create full car listings from photos and replies to questions, 使用以前的清单作为模型.
  • 构建了一个应用程序，从设备列表中提取有意义的信息并对其进行分组, 主要使用法学硕士, GPT, and heuristics.
  • Developed an app to automate website scraping using a mixture of heuristic, NLP, and OpenAI APIs.
  • Created an app to categorize car photos using zero shot pre-trained transformer models.
  • Developed an app that scrapes and catalogs car data to create replies to questions to create car listings using OpenAI APIs.
技术:Python, 通用人工智能(AGI), OpenAI GPT-3 API, 人工智能(AI), OpenAI GPT-4 API, 检索增强生成(RAG), 聊天机器人对话设计, Svelte, 自然语言处理(NLP), Algorithms, CSV文件处理, Azure, Bedrock, Amazon, AI Chatbots, Custom Models, Topic Modeling, 生成式人工智能(GenAI), T5

说话人识别模型顾问

2023 - 2023
GovWorx, Inc.
  • Developed and fine-tuned language models to detect actions from transcriptions of interactions.
  • 研究最先进的说话人识别技术, 意图归因, 和长成绩单的总结, 然后提出实施方案.
  • 探索利用可用数据集和合成数据进行发射前开发.
技术:PyTorch, Python, 语音识别, 亚马逊SageMaker, Amazon S3 (AWS S3), AWS步骤函数, 机器学习, 说话人识别(SI), 提示工程, 自然语言处理(NLP), 模型开发, Amazon, AI Chatbots, Custom Models, Topic Modeling, 生成式人工智能(GenAI)

首席研究机器学习工程师

2022 - 2022
molab.ai
  • 开发和比较基于变压器的模型来预测分子吸收, distribution, metabolism, excretion, and toxicity (ADMET) features from the simplified molecular-input line-entry system (SMILES) representation.
  • 将已发布的研究代码改编到生产环境中.
  • 创建了几个数据管道来测试ADMET预测的不同模型.
技术:Python, Scikit-learn, PyTorch, 自然语言处理(NLP), 生成预训练变压器(GPT), GPT, Data Science, Cloud Platforms, NLU, 深度神经网络, BERT, 大型语言模型(llm), Data Processing, 数据转换, CSV, Hugging Face, Fine-tuning, 图形处理器(GPU), API Integration, 模型开发, Algorithms, CSV文件处理, Amazon, 数据可视化, 回归建模, 统计建模, AI Chatbots, Custom Models

高级机器学习工程师

2021 - 2022
Ella Lab
  • 将模型和软件从概念验证到部署, 让他们在规定的时间内做出反应.
  • Explored all possible ways to deploy huge transformer-based language models on available resources, 使用最前沿的架构和不断变化的模型.
  • 监督架构的优化和并行化, 这使得处理时间减少了10倍.
  • 在生产环境中部署和测试基于语言模型的大型api, 管理GPU故障或内存错误以及不断变化的NLP系统.
技术:Python, NVIDIA CUDA, PyTorch, 开放神经网络交换(ONNX), Docker, 谷歌云平台(GCP), Agile, Git, 生成预训练变压器(GPT), 自然语言处理(NLP), GPT, 并行编程, 分布式软件, 机器学习操作(MLOps), APIs, Web开发, Architecture, Leadership, 文本生成, Language Models, Google BigQuery, Data Pipelines, AI Design, 早期的创业公司, Startups, Visual Studio Code (VS Code), Programming, 快速原型, 快速发展, 快速应用开发(RAD), Text Processing, 人工智能(AI), 机器学习, PostgreSQL, Data Science, Cloud Platforms, Full-stack, 软件架构, 技术领导, Social Media, NLU, 测试驱动开发(TDD), 深度神经网络, BERT, 会话接口, Google Cloud, 谷歌云数据存储, 谷歌人工智能平台, Google Cloud ML, 大型语言模型(llm), Data Processing, 数据转换, CSV, Automation, 通用人工智能(AGI), Hugging Face, Fine-tuning, 图形处理器(GPU), 最小可行产品(MVP), Frameworks, 自动语音识别(ASR), AWS步骤函数, 生成预训练变压器3 (GPT-3), API Integration, 模型开发, Algorithms, CSV文件处理, AI Chatbots, 自然语言工具包(NLTK), Custom Models, 生成式人工智能(GenAI), T5

首席数据科学家

2021 - 2022
Staircase
  • 实现了从客户电子邮件中提取行为的方法, differentiating general emotions from the intention not to renew contracts or services.
  • 开发了从电子邮件中提取公司信息的方法, 日历邀请, 会议记录. 提取的数据包括不同人的角色, 他们影响决策的能力, 以及角色的变化.
  • 监督多个服务的设计和重新实现, 包括传统的自然语言处理, 正则表达式, transformers, 深度学习.
  • 支持过渡到在生产中使用和部署NLP变压器.
  • 就适当的技术解决方案和可行性进行咨询.
技术:Python 3, PyTorch, Agile, Git, DevOps, Scikit-learn, Regex, Unix, GPT, 自然语言处理(NLP), 生成预训练变压器(GPT), APIs, Architecture, Leadership, 文本生成, Language Models, Data Pipelines, AI Design, 早期的创业公司, Startups, Visual Studio Code (VS Code), Programming, Consulting, 快速原型, 快速发展, 快速应用开发(RAD), Text Processing, 人工智能(AI), 机器学习, OpenAI, Data Science, Cloud Platforms, 技术领导, NLU, 文档解析, 测试驱动开发(TDD), 深度神经网络, NLPP, PDF, BERT, Chatbots, 会话接口, 文字识别, Data Reporting, Data Analytics, Data Analysis, 大型语言模型(llm), Data Processing, 数据转换, CSV, Automation, 通用人工智能(AGI), Hugging Face, Fine-tuning, 图形处理器(GPU), 最小可行产品(MVP), 文本转语音(TTS), Frameworks, 自动语音识别(ASR), Amazon S3 (AWS S3), AWS步骤函数, 生成预训练变压器3 (GPT-3), API Integration, 模型开发, Algorithms, eCommerce, CSV文件处理, Amazon, 数据可视化, 回归建模, 统计建模, AI Chatbots, 自然语言工具包(NLTK), Custom Models, Topic Modeling, 生成式人工智能(GenAI), T5

首席机器学习工程师

2020 - 2020
Klarna
  • Developed MLOps systems with very low latence to maintain high availability under high loads.
  • Evaluated several platforms to enable data scientists to deploy models without involving engineers (hint: not recommended).
  • 为ML和DS流程改进创建了几个概念证明.
技术:Python 3, Scikit-learn, 亚马逊SageMaker, 亚马逊网络服务(AWS), Git, AI Design, Startups, Visual Studio Code (VS Code), Programming, SQL, 人工智能(AI), 机器学习, Cloud Platforms, 软件架构, 技术领导, 测试驱动开发(TDD), 深度神经网络, Data Processing, 数据转换, AWS步骤函数, Algorithms, CSV文件处理, Retail & Wholesale

高级机器学习工程师

2019 - 2020
Miele
  • Designed and built microservices architecture serving different ML models for shape recognition, categorization, 文本检测与随后的OCR, etc.
  • 为其他开发人员和远程访问建立DevOps架构.
  • 监督图像数据的管理, 选择文本检测, 优化与识别算法, 物体识别.
技术:Python 3, Keras, OpenCV, Git, Linux, Ubuntu, TensorFlow, 机器学习, 计算机视觉, OCR, Web开发, Architecture, AI Design, Visual Studio Code (VS Code), Programming, 图像处理, 快速原型, 快速发展, 快速应用开发(RAD), 人工智能(AI), Data Science, 软件架构, NLU, 文档解析, 测试驱动开发(TDD), 深度神经网络, 文字识别, 图形处理器(GPU), 最小可行产品(MVP), Frameworks, 模型开发, CSV文件处理, 数据可视化, Custom Models

高级NLP工程师

2018 - 2019
Retresco
  • 从维基数据中提取并组织了千兆字节的数据, restructuring the process to parallelize and speed up from more than two days to less than four hours.
  • 实现了从维基数据中消除信息歧义的NLP过程, 创建一个类似IBM沃森的系统来回答一般的知识查询.
  • 重构已经部署的复杂系统的体系结构, 允许更好地发展平台和修复bug.
技术:Elasticsearch, Python 3, Wikidata, Tornado, Git, APIs, 语音识别, Web开发, Architecture, 文本生成, Language Models, Data Pipelines, AI Design, Startups, Voice Analysis, Visual Studio Code (VS Code), Programming, SQL, 快速发展, 快速应用开发(RAD), Text Processing, 人工智能(AI), 机器学习, PostgreSQL, Data Science, Cloud Platforms, 软件架构, 技术领导, Social Media, 社交媒体api, NLU, 深度神经网络, BERT, Chatbots, 会话接口, 文字识别, Data Processing, 数据转换, CSV, 最小可行产品(MVP), Frameworks, API Integration, Data Matching, eCommerce, CSV文件处理, Retail & Wholesale, 数据可视化, AI Chatbots, 自然语言工具包(NLTK), Custom Models, Topic Modeling

NLP和ML研究工程师

2016 - 2017
Aaron
  • 应用NLP和ML技术自动化客户支持任务.
  • 进行数据分析, clean-up, normalization, 以及业务和客户支持数据的主题建模.
  • 为金融服务设计和实施基于Alexa技能的语音助手, 包括检查账户余额，阻止和请求信用卡.
技术:Python 3, Amazon Alexa, 亚马逊网络服务(AWS), Scikit-learn, 生成预训练变压器(GPT), 自然语言处理(NLP), GPT, 语音识别, Web开发, Architecture, JavaScript, 文本生成, AI Design, 早期的创业公司, Startups, Voice Analysis, Programming, Consulting, SQL, 快速原型, 快速发展, 快速应用开发(RAD), Text Processing, 人工智能(AI), 机器学习, Data Science, Cloud Platforms, Full-stack, 软件架构, NLU, 文档解析, 深度神经网络, Dialogflow, 会话接口, 文字识别, Data Reporting, Data Analytics, Data Analysis, CSV, 最小可行产品(MVP), Frameworks, 语音识别, gRPC, 模型开发, Data Matching, CSV文件处理, 数据可视化, 统计建模, AI Chatbots, 自然语言工具包(NLTK), Custom Models

高级Python后端开发人员

2015 - 2016
UberResearch
  • Developed ways to parallelize the code using ZeroMQ, cutting the execution time from days to hours.
  • Oversaw the code development required to ingest several gigabytes of data in the system, 在没有复制的情况下在AWS上保持最新.
  • 为数据处理计划、设计、实现和改进ETL管道.
技术:Python, Scikit-learn, ZeroMQ, Pyramid, Flask, Unix, MacOS, Web开发, Architecture, JavaScript, Data Pipelines, Healthcare, Health, 早期的创业公司, Startups, Healthcare IT, Programming, SQL, 快速原型, 快速发展, 快速应用开发(RAD), PostgreSQL, Cloud Platforms, Full-stack, 软件架构, 技术领导, 文档解析, PDF, Data Reporting, Data Analytics, Data Analysis, Data Processing, 数据转换, CSV, Frameworks, gRPC

支持及销售工程师

2013 - 2015
Acrolinx
  • Developed an app to collect user feedback on the support team via simple links in emails (a the time, 它是新的)，并在公司网站的动态页面上可视化.
  • Tracked and fixed bugs, supporting customers in adapting the software provided to their needs.
  • Expanded the language capabilities of the software to support the different needs of clients.
Java技术:, Python, IT Support, Email Support, 自然语言处理(NLP), GPT, 生成预训练变压器(GPT), Windows, Text Processing, PDF, PHP, gRPC

Siri高级本地化工程师

2012 - 2012
Apple
  • Implemented ways to adapt Siri's expressions to Italian for its first international release.
  • Kept track of bug priorities and coordinated with translators, testers, and other engineers.
  • 监督重要边缘案例的分类和修复, including pre-empting ways in which users would try to get Siri to be vulgar or inappropriate.
技术:人工智能(AI), GPT, 生成预训练变压器(GPT), 自然语言处理(NLP), Git, Siri, 语音识别, 文本生成, Programming, Text Processing, NLU, Chatbots, 会话接口, Speech to Text, 语音识别, AI Chatbots

本地化工程师

2011 - 2012
Snap-On
  • 构建了一个自动执行日常本地化检查的工具, 从每天两个小时的工作量变成五个小时的工作量.
  • Downloaded, compared, 定期检查1600多万字的本地化内容, 协调翻译和工程师.
  • 开发了一个系统来比较部门之间的库存项目, 抓取库存网站和连接数据库.
技术:Python, Perl, MacOS, Localization, 本地化测试, Text Processing, GPT, 生成预训练变压器(GPT), 自然语言处理(NLP), PDF, PHP, Writing & Editing

从客户电子邮件中进行一般意图检测

http://staircase.ai/
This project involved the creation of a Python-based system that used natural language inference (NLI) to identify emails signaling a lack of satisfaction from customers, 暗示搅动. 这个系统能够, for example, to differentiate between overall dissatisfaction from dissatisfaction with the service and the user leaving the company from the user leaving the service.

我是主要的后端开发人员. I also developed the algorithms based on NLI transformer models and some additional custom rules. The customer was so happy with the system they decided to apply to patent the technique; if accepted, 我的名字会出现在专利上.

基于Alexa的声控购物

This project involved creating a Python-based NLP-powered Alexa skill to allow users to shop via voice. 我们从库存中提取了信息, 结构化一个流程，这样用户只会看到很少的信息, 并调试了Alexa平台引入的故障.

我是主设计师、后端开发人员、NLP开发人员和交互设计师. This tool was created in 2018, when the ideal use of voice-activated assistants was unclear. The project was a tremendous technical success and proved that users did not want to shop for groceries talking to Alexa.

电报语音信息转录机器人

I created a Python- and Telegram-based bot to transcribe voice messages using state-of-the-art voice recognition transformer models. 我设计了不同的交互ui，并执行了可能的盈利路径.

性别B (l)恩德

A Python and JavaScript-based NLP web app to visualize and neutralize gender bias in the text. 使用spaCy和其他NLP技术, it would identify gendered language and neutralize it (using singular or plural "they" or a pronoun of choice), randomly mix it, or invert it. Developed as a personal curiosity about the prevalence of bias in text and how to properly use neutral/gender-free pronouns (this was 2015, and it was new).

为LangCheck添加德语支持

http://github.com/ischender/langcheck
Extended a library for checking the output of LLMs to German, plus added some multilingual content. 对模型进行研究和测试, 扩展代码, 创建和控制测试, 准备了新的数据集.
1995 - 2004

计算机工程硕士学位

博洛尼亚大学-博洛尼亚，意大利

Libraries/APIs

PyTorch, Scikit-learn, 社交媒体api, 自然语言工具包(NLTK), ZeroMQ, Keras, OpenCV, TensorFlow, Telegram Messenger API, Pandas, SpaCy

Tools

ChatGPT, Git, 谷歌人工智能平台, 亚马逊SageMaker, Amazon Textract, NLPP, Dialogflow, Amazon Lex, AWS步骤函数, Whisper

Languages

Python, Elixir, SQL, Python 3, Regex, JavaScript, Perl, Java, HTML, PHP, XML

Paradigms

Agile, 快速原型, 快速应用开发(RAD), Automation, Data Science, 测试驱动开发(TDD), DevOps, 并行编程, 敏捷项目管理

Platforms

MacOS, Visual Studio Code (VS Code), Unix, Linux, 亚马逊网络服务(AWS), Amazon, Amazon Alexa, Docker, NVIDIA CUDA, 谷歌云平台(GCP), Ubuntu, Windows, Heroku, Azure

Storage

Data Pipelines, Elasticsearch, PostgreSQL, Google Cloud, 谷歌云数据存储, Amazon S3 (AWS S3)

Frameworks

Flask, Pyramid, Bootstrap, Laravel, gRPC, Svelte, Bedrock

行业专业知识

医疗保健、社交媒体、零售 & 批发、保险

Other

Programming, 人工智能(AI), 自然语言处理(NLP), Consulting, 技术咨询, 车间便利化, 机器学习, Chatbots, APIs, 快速发展, Communication, 文本生成, Language Models, AI Design, 早期的创业公司, Startups, 生成预训练变压器(GPT), GPT-2, Text Processing, 软件架构, 技术领导, NLU, 文档解析, 深度神经网络, BERT, 会话接口, 文字识别, 大型语言模型(llm), Data Processing, 数据转换, CSV, GPT, OpenAI GPT-3 API, 通用人工智能(AGI), Hugging Face, Fine-tuning, 最小可行产品(MVP), 生成预训练变压器3 (GPT-3), API Integration, Writing & Editing, 模型开发, Algorithms, CSV文件处理, AI Chatbots, Custom Models, 生成式人工智能(GenAI), T5, System Design, 创业咨询, Public Speaking, Interviewing, Deep Learning, OCR, 语音识别, Architecture, Leadership, Open Source, Health, Voice Analysis, OpenAI, Cloud Platforms, Full-stack, PDF, Data Analytics, Data Analysis, 文本转语音(TTS), Frameworks, Speech to Text, OpenAI GPT-4 API, 语音识别, 语音合成, Content Writing, Data Matching, Topic Modeling, Networking, Siri, Statistics, Team Management, 集装箱化, 用户体验(UX), Voice, 开放神经网络交换(ONNX), 分布式软件, 机器学习操作(MLOps), 大学教学, Facilitation, Wikidata, Tornado, 计算机视觉, Telegram Bots, Workshops, 图像处理, Web开发, Plugins, Google BigQuery, Healthcare IT, Coaching, Psychology & Mental Health, DaVinci, Localization, 本地化测试, IT Support, Email Support, Google Cloud ML, Data Reporting, 图形处理器(GPU), 自动语音识别(ASR), 说话人识别(SI), 提示工程, 检索增强生成(RAG), 聊天机器人对话设计, eCommerce, Inventory, 法律科技(Legaltech), 数据可视化, 回归建模, 统计建模, LoRa

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