Google TensorFlow Extended (TFX) is an end-to-end platform for deploying production machine learning (ML) pipelines. It provides a scalable and reliable way to manage the complete ML workflow, including data ingestion, validation, transformation, model training, evaluation, deployment, and monitoring. TFX is designed to integrate with TensorFlow and other Google Cloud services, facilitating robust ML operations in production environments.

About Google TensorFlow Extended
Google TensorFlow Extended (TFX) was introduced by Google to address the challenges of deploying machine learning models in production environments. It was created to provide a comprehensive, end-to-end ML platform that could handle data ingestion, validation, transformation, model training, and deployment efficiently. The exact year of its creation is not specified in my training data, but it evolved as part of Google's broader efforts to enhance their machine learning infrastructure and streamline the process of building and maintaining production ML pipelines.
Strengths of Google TensorFlow ExtendedTensorFlow Extended include its comprehensive end-to-end ML pipeline capabilities, seamless integration with TensorFlow and other Google Cloud services, and its ability to handle large-scale production environments. Weaknesses may involve complexity in setup and a steeper learning curve for new users. Competitors include Apache Airflow, Kubeflow, and MLflow, which also offer solutions for managing machine learning workflows and pipelines.
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How to hire a Google TensorFlow Extended expert
A Google TensorFlow Extended expert must have proficiency in Python programming and a strong understanding of TensorFlow for model development. They should be skilled in data engineering, including data ingestion, transformation, and validation techniques. Familiarity with ML pipeline orchestration and experience with tools like Apache Beam for scalable data processing is crucial. Knowledge of deploying models in production environments and monitoring them using TFX components is essential. Additionally, expertise in integrating TFX with cloud services, particularly Google Cloud Platform, is beneficial.

Antonio E.
Skills
An experienced developer with a career inception at the age of 14, initially specializing in Clipper. Possesses comprehensive expertise in both front-end and back-end development, with substantial knowledge in database systems. Successfully founded a company and developed an ERP system tailored for football clubs. Currently engaged in providing development services in .NET. Aspires to transition back to PHP or NODE to develop robust, user-centric applications.

Fabricio A.
Skills
A seasoned Information Systems graduate with 8 years of expertise, offering a strong proficiency in PHP programming, MySQL, PostgreSQL, and Bootstrap. Currently leading a startup in the funeral services sector as CEO, with operations connected to municipal services and advancing through a regional acceleration program. Additionally, contributes as a programmer in another technological enterprise.

Leo F.
Skills
Backend Software Engineer with over four years of experience in software engineering. Specialized in designing, developing, and maintaining highly scalable Node.js microservices, with proficiency in handling high-demand services through the use of frameworks such as Nest.JS, Express.js, and TypeScript. Demonstrated expertise in managing both relational and non-relational databases, including MongoDB, MySQL, and PostgreSQL, while leveraging cloud computing services such as RDS, Mongo Atlas, and S3. Extensive experience in developing event-driven microservices using technologies like RabbitMQ and SQS, as well as utilizing an array of AWS tools including CloudWatch, EC2, ECS, and Lambda. Skilled in creating applications with high observability and employing monitoring tools such as New Relic, CloudWatch, and Prometheus. Adept at automated testing across various levels, including unit tests, integration tests, performance testing, service testing, end-to-end testing, and mutation testing.

Danilo G.
Skills
A seasoned .Net Developer with three years of experience, recognized for contributions to significant projects within diverse environments. Experience encompasses key roles in the development of extensive medical clinic systems and engagement with major Indian multinational corporation initiatives. Project involvement includes work with prominent financial institutions, showcasing proficiency in technologies such as Apnet MVC, JavaScript, Entity Framework, SQL Server, HTML5, CSS3, and Bootstrap. Currently pursuing advanced studies in .NET Core and Angular to expand expertise further. Committed to continuous learning and professional development in the programming domain.

Allan H.
Skills
Web Developer and UI/UX Designer with over seven years of experience initiated a career in web development at the age of 17, creating responsive websites utilizing HTML, CSS, JavaScript, and WordPress. From 21 to 24 years old, contributed significantly to UI and UX design while providing support and maintenance for existing sites, marked by substantial personal and professional growth through mastery of advanced web design techniques.
At 24, transitioned to a leadership role as a Web Master, spearheading an e-commerce website project aimed at expanding market reach to include individual consumers seeking plastic packaging solutions, and successfully developed a new corporate website.
Currently serving as a Software Developer with expertise in JavaScript, NodeJs, MySQL, HTML, CSS, jQuery, and Bootstrap. Responsibilities include API integrations, particularly REST APIs, and leading a project focused on developing a chatbot integrated with ChatGPT API. This role encompasses managing UI/UX development and continuous tool improvement.
Seeking opportunities to expand knowledge in UI/UX Design and Front-End Development while contributing expertise and aiming for excellence in future professional endeavors.

Alexandre F.
Skills
A committed learner with a strong enthusiasm for people, technology, and agile methodologies. Possesses extensive experience in the banking and telecommunications industries, both within national and multinational contexts. Specializes in developing client-oriented projects that effectively translate business requirements into high-quality, valuable product deliveries. Demonstrates proficiency in problem-solving with an agile and straightforward approach, consistently aiming to eliminate complexity.

Natan D.
Skills
Application Developer specializing in Flutter for mobile application development, demonstrating proficiency in both front-end design and back-end development.

Mateus J.
Skills
Full-Stack Developer dedicated to continuous learning and skill enhancement. Demonstrates significant experience in web languages and is proficient in utilizing frameworks including Angular, Laravel, and Ionic.
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