Enroll Course: https://www.udemy.com/course/deploy-de-aplicativos-python-na-google-cloud-platform/
In the world of data science, moving beyond theoretical models to practical, business-impacting solutions is paramount. This is where the art of deploying machine learning models comes into play. While building a robust model is crucial, it’s the deployment phase that truly breathes life into these creations, making them accessible to end-users and integrating them into real-world systems.
For data scientists aiming to make a tangible difference, mastering deployment is key to ensuring scalability, monitoring performance in dynamic environments, and fostering efficient collaboration with development and operations teams. Understanding the complete lifecycle—from training to cloud availability—elevates a data scientist’s professional relevance, positioning them as strategic assets capable of delivering tangible value from conception to operation.
This introductory course, ‘Deploy de Aplicativos Python na Google Cloud Platform,’ is designed for developers, machine learning enthusiasts, and data professionals eager to publish their first AI applications on the web using Google Cloud Platform (GCP). With a hands-on approach, you’ll be guided through the entire process, starting with training a Convolutional Neural Network (CNN) for image classification and culminating in its deployment on scalable cloud services.
The course provides a foundational understanding of key GCP services, including Google Compute Engine (GCE), App Engine (GAE), Kubernetes Engine (GKE), Cloud Run, and Cloud Functions. This allows you to compare and select the most suitable option for your specific project.
The journey begins with preparing your local environment: importing essential libraries like TensorFlow/Keras, training and evaluating your CNN model, and building a simple Python application to interface with your trained model. Subsequently, you’ll learn to configure GCP and deploy your application across various services.
This course is ideal for beginners in cloud computing and professionals looking to operationalize their machine learning models. Upon completion, you will have successfully deployed a functional image classification web application to the cloud, gaining mastery over the complete development cycle—from model training to deployment on professional Google services.
If you’re serious about turning your data science skills into deployable, impactful solutions, this course is a must-have addition to your learning journey.
Enroll Course: https://www.udemy.com/course/deploy-de-aplicativos-python-na-google-cloud-platform/