Fuad is available for hire

Fuad Issa

Verified Expert in Engineering

机器学习开发人员

Location

英国伦敦

Toptal Member Since

July 22, 2022

Fuad擅长构建从原型到生产的机器学习服务, leveraging his diverse ML experience to craft rapid prototypes and discover creative uses for models across many domains. 有扎实的数学和编程基础, 他一直走在最新研究的前沿, 不断提高他为客户提供的解决方案. Fuad's passion for developing cutting-edge technology solutions makes him a valuable asset to any team seeking to harness the power of ML.

Portfolio

Safesign技术

机器学习，深度学习，大型语言模型(llm)， OpenAI

U15 -加拿大研究型大学集团

数据科学，分类，Python，文本分类，数据管道...

Idesigns

Amazon S3 (AWS S3)，亚马逊网络服务(AWS)， OpenAI GPT-4 API，文本到图像...

Experience

机器学习- 7年 TensorFlow - 7 years 计算语言学- 6年 Python 3 - 6 years 自然语言理解(NLU) - 6年 PyTorch - 4 years 推荐系统- 1年社会网络分析- 1年

Availability

Part-time

首选的环境

PyCharm, Python 3, Docker, Kubernetes, 亚马逊网络服务(AWS), Jupyter Notebook, Git, GitLab, GitLab CI/CD

The most amazing...

...thing I've developed is an information extraction pipeline processing millions of articles to populate a knowledge graph.

Work Experience

首席研究工程师

2023 - PRESENT

Safesign技术

Led the development of a legal foundation model, as the principal research engineer.
Applied the latest cutting-edge research to create a system based on open source models that beat GPT-3.在LegalBench基准上为5.
监督团队的发展，选拔顶尖的ML人才.

Technologies: 机器学习，深度学习，大型语言模型(llm)， OpenAI

数据科学顾问

2023 - PRESENT

U15 -加拿大研究型大学集团

Created a cutting-edge Entity Linking system using RAG retrieval and LLMs to consolidate multiple data sources of university research into one.
Consulted the client on various AI technologies best suited to improve the product.
Prototyped an efficient document topic tagging system that can tag millions of documents.

Technologies: 数据科学，分类，Python，文本分类，数据管道, 亚马逊网络服务(AWS), AWS Fargate, Graphs, ETL, Machine Learning, Language Models, GPT, Technical Leadership, Mentorship & Coaching, OpenAI

Founder

2023 - PRESENT

Idesigns

Created a platform that allows the people to create designs inspired by their topic of interest, 把它印在产品上，然后送到他们家门口.
Moved from idea inception to building the back end and supervising freelancers to build the front end.
将应用程序与Open AI API等各种服务集成, 稳定扩散的文本到图像模型, Printify, and Shopify.

技术:Amazon S3 (AWS S3)，亚马逊网络服务(AWS)， OpenAI GPT-4 API，文本到图像, Stable Diffusion, AWS Fargate, Hugging Face, Frameworks, LangChain, Pinecone, AI Design, AI Art Visualization, Technical Leadership, Leadership, Mentorship & Coaching, OpenAI

Chatbot Consultant

2023 - 2023

加州州立大学长滩分校

设计并实现了一个教育聊天机器人系统.
Optimized the chatbot flow to respond to questions, run SQL queries, and suggest improvements.
Worked with the client to improve the chatbot's design to fit the needs of the educational system best.

Technologies: Python, AWS Lambda, Python 3, Amazon Lex, 亚马逊网络服务(AWS), OpenAI GPT-3 API, Chatbots, Technical Leadership, OpenAI

机器学习顾问

2023 - 2023

Piggyback Inc

Created custom flows for Chatbot LLM model and retrieval system for more precise and accurate responses.
为公司的长期人工智能战略提供咨询.
Reduced hallucinations of the LLM model through various standard and bespoke methods.

Technologies: 人工智能(AI), OpenAI GPT-4 API, Machine Learning, OpenAI

Lead Data Scientist

2022 - 2023

Koble

创建了一个模型来指导VC创业公司的投资决策. The model was a custom transformer network that takes in text and tabular features to predict the success probability of a startup given market, team, and funding features.
Created an NLP service that classifies companies according to a taxonomy of sectors.
Developed an NLP service that describes any company activity and products given their raw website.
向团队介绍良好的数据科学实践和流程.

技术:Amazon S3 (AWS S3), APIs, REST, Kubernetes, AWS Lambda, Amazon SageMaker, Elasticsearch, BERT, 大型语言模型(llm), Sentiment Analysis, Text Classification, Data Analysis, Language Learning, Language Models, 软件即服务(SaaS), OpenAI GPT-3 API, 通用人工智能(AGI), Databases, Finance, Analytics, Machine Learning, 自然语言处理(NLP), OpenAI GPT-4 API, MySQL, 统计数据分析, 数学分析, Statistical Methods, Predictive Modeling, Data Scientist, Decision Trees, Regression, Consulting, Algorithms, ChatGPT, OpenAI Gym, 可解释人工智能(XAI), 递归神经网络(rnn), PDF Scraping, Scraping, Stable Diffusion, Text to Video, Text to Image, 人工智能(AI), 最小可行产品(MVP), Graphs, Data Pipelines, Classification, Hugging Face, Technical Leadership, Leadership, Mentorship & Coaching, OpenAI

机器学习顾问

2022 - 2022

Telescope

Developed an automated email writing service based on historical emails and generative AI.
Created a recommender system that suggests people contact based on previous people searched, keywords, 欧博体育app下载.
Built an email classification system that classifies emails based on the type, e.g.、销售、询价、跟进等等.

技术:亚马逊网络服务(AWS), Amazon S3 (AWS S3), AWS Lambda, Elasticsearch, 推荐系统, BERT, Sentiment Analysis, 计算语言学, 大型语言模型(llm), Text Classification, Data Analysis, Language Learning, Language Models, 软件即服务(SaaS), OpenAI GPT-3 API, 通用人工智能(AGI), Databases, Machine Learning, 自然语言处理(NLP), OpenAI GPT-4 API, MySQL, 数学分析, Statistical Methods, Predictive Modeling, Data Scientist, Decision Trees, Regression, Consulting, Algorithms, 可解释人工智能(XAI), 递归神经网络(rnn), Scraping, 最小可行产品(MVP), Classification, Hugging Face

机器学习顾问

2020 - 2022

Springbok

Developed a system using GPT-3 to automatically create questions and answers from documents, 将它们输入聊天机器人系统，回答客户的问题.
Created a microservice for the linguistically aware natural language understanding (NLU) model to recommend text style correction for technical requirements.
Produced machine learning (ML) services for multiple natural language processing (NLP) tasks, 包括文本分类和推荐.

技术:Python 3, Rasa NLU, 生成预训练变压器3 (GPT-3), PyTorch, TensorFlow, APIs, Microservices, 推荐系统, 自然语言理解(NLU), NLU, PostgreSQL, Amazon S3 (AWS S3), 人工智能(AI), Docker, Kubernetes, Machine Learning, Data Science, Jupyter, REST APIs, Annotations, 亚马逊网络服务(AWS), Flask, Chatbots, Linux, MacOS, PyCharm, Mathematics, Statistics, Programming, 计算语言学, GPT, 生成预训练变压器(GPT), 自然语言处理(NLP), 机器学习操作(MLOps), 持续交付(CD), 持续集成(CI), Software Engineering, NumPy, Data Reporting, SciPy, Jupyter Notebook, Matplotlib, 自然语言工具包(NLTK), 卷积神经网络(CNN), 长短期记忆(LSTM), Applied Research, 监督式机器学习, Git, Topic Modeling, Python, SQL, NoSQL, Deep Learning, Neural Networks, Code Review, Task Analysis, 大型语言模型(llm), Sentiment Analysis, Text Classification, Data Analysis, Language Learning, Language Models, 软件即服务(SaaS), OpenAI GPT-3 API, Databases, Analytics, OpenAI GPT-4 API, MySQL, Predictive Modeling, Data Scientist, Decision Trees, Regression, Consulting, Algorithms, 会话接口, 可解释人工智能(XAI), 递归神经网络(rnn), Scraping, 最小可行产品(MVP), Classification, Hugging Face

高级机器学习工程师

2016 - 2020

ComplyAdvantage

构建ML管道模型来阅读文章, an information extraction system that feeds into a knowledge graph of criminal and adverse media entities.
8次完善公司实体提取和分类体系, increasing unique entities in the knowledge graph through implementing the latest NLU research.
Enhanced the ease of ML model deployment and development by redesigning the monolithic ML pipeline into a microservices-based scalable one.
Guided the team's growth by helping with research and development projects and managed a junior ML engineer.
推动将最新的NLP研究纳入公司的解决方案.
Built the ML pipelines and led data collection automation through MLOps practices.
Introduced an additional entity meta-data for the company's extraction system by developing a relation extractor using distant supervision methods.
Led a significant refactoring project following a microservices approach to split the company's main article-reading ML pipeline into multiple projects, using Elasticsearch, Kubernetes, Docker, AWS, and CI/CD.

技术:Python 3, 亚马逊网络服务(AWS), Kubernetes, Docker, Helm, CI/CD Pipelines, 自然语言理解(NLU), 自然语言处理(NLP), 生成预训练变压器(GPT), GPT, Machine Learning, 机器学习操作(MLOps), ETL, TensorFlow, Keras, PyTorch, Pandas, NLU, Amazon SageMaker, MTurk API, Annotations, Amazon S3 (AWS S3), 持续交付(CD), 持续集成(CI), Big Data, Software Engineering, Flask, APIs, 人工智能(AI), Data Science, NumPy, Data Reporting, Scikit-learn, SciPy, Jupyter Notebook, Matplotlib, 自然语言工具包(NLTK), 卷积神经网络(CNN), 长短期记忆(LSTM), Applied Research, 监督式机器学习, Git, SQL, Topic Modeling, Linux, MacOS, PyCharm, Mathematics, Statistics, Programming, 社会网络分析, 计算语言学, Rasa NLU, Microservices, PostgreSQL, Jupyter, REST APIs, Python, NoSQL, Deep Learning, Data Analytics, Neural Networks, Technical Hiring, Source Code Review, Code Review, Task Analysis, Interviewing, Team Management, Sentiment Analysis, Text Classification, Data Analysis, 了解客户(KYC), Risk Analysis, 软件即服务(SaaS), Databases, Finance, Analytics, 统计数据分析, 数学分析, Statistical Methods, Predictive Modeling, Data Scientist, Decision Trees, Regression, Algorithms, 可解释人工智能(XAI), 递归神经网络(rnn), Scraping, 最小可行产品(MVP), Graphs, Data Pipelines, Classification, Hugging Face, Technical Leadership, Leadership, Mentorship & Coaching

Experience

平台的创意设计工作

http://www.idesigns.shop

搭建一个平台，帮助用户创造创意, 在生成文本和图像人工智能的帮助下，有趣的设计. The user can then select a product to print the design on and get it delivered to their doorstep.

创业成功预测器

为创业成功分类模型构建了一个管道. 该模型接受各种数据类型, 比如关于创始人和公司的表格数据和文字描述. 我构建了数据处理管道来处理服务和培训时间. Also, performed parallel training using Ray and built multiple smaller models like a company description generator. 该模型的表现是人类随机选择的三倍.

文章阅读系统

这个项目是关于一个ML管道提取人名, companies, and sentence relations from millions of article texts to classify them according to a custom taxonomy.

任务涉及构建模型, 数据集的创建和收集, 和数据工程来创建管道.

意译检测的抽象意义表示

http://aclanthology.org/N18-1041/

硕士论文发表于NAACL 2018. The thesis established that the graph representation of a sentence obtained using Abstract Meaning Representation (AMR) parsers is useful for detecting paraphrases. Achieved state-of-the-art results at the time using a novel PageRank enhanced reweighing method.

Education

2015 - 2016

人工智能硕士学位

爱丁堡大学——英国爱丁堡

2014 - 2015

物理学和纳米技术硕士学位

剑桥大学——英国剑桥

2009 - 2012

物理学和纳米技术学士学位

利兹大学-利兹，英国

Skills

Libraries/APIs

PyTorch, TensorFlow, Keras, Pandas, NetworkX, Scikit-learn, NumPy, SciPy, Matplotlib, 自然语言工具包(NLTK), REST APIs, Rasa NLU, MTurk API

Tools

Amazon SageMaker, Git, Jupyter, ChatGPT, PyCharm, AWS Fargate, Helm, GitLab, GitLab CI/CD, OpenAI Gym, Amazon Lex

Frameworks

Flask

Languages

Python 3, Python, SQL

Paradigms

持续交付(CD), 持续集成(CI), Data Science, ETL, Microservices, REST

Platforms

Jupyter Notebook, Linux, MacOS, 亚马逊网络服务(AWS), Docker, Kubernetes, AWS Lambda

Storage

Databases, Elasticsearch, PostgreSQL, Amazon S3 (AWS S3), NoSQL, MySQL, Data Pipelines

Other

Research, Programming, 自然语言理解(NLU), Machine Learning, 计算语言学, 自然语言处理(NLP), 生成预训练变压器3 (GPT-3), 推荐系统, NLU, Annotations, AMR, Software Engineering, 人工智能(AI), Data Reporting, 卷积神经网络(CNN), 长短期记忆(LSTM), Applied Research, 监督式机器学习, Topic Modeling, Chatbots, Deep Learning, Data Analytics, Neural Networks, Technical Hiring, Source Code Review, Code Review, Task Analysis, BERT, Sentiment Analysis, 大型语言模型(llm), Text Classification, 谷歌合作实验室(Colab), Data Analysis, GPT, 生成预训练变压器(GPT), Language Models, 了解客户(KYC), 软件即服务(SaaS), OpenAI GPT-3 API, Analytics, OpenAI GPT-4 API, 数学分析, Statistical Methods, Predictive Modeling, Data Scientist, Decision Trees, Regression, Consulting, 可解释人工智能(XAI), 递归神经网络(rnn), 最小可行产品(MVP), Classification, Hugging Face, Technical Leadership, Leadership, Mentorship & Coaching, OpenAI, Mathematics, Statistics, Physics, Machine Vision, 社会网络分析, Bayesian Inference & Modeling, 机器学习操作(MLOps), APIs, Big Data, Interviewing, Team Management, Language Learning, Risk Analysis, 通用人工智能(AGI), Finance, 统计数据分析, Algorithms, 会话接口, PDF Scraping, Scraping, Stable Diffusion, Text to Image, Graphs, Frameworks, LangChain, Pinecone, 计算物理学, 强化学习, Graph Theory, CI/CD Pipelines, Deep Neural Networks, Text to Video, AI Design, AI Art Visualization

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