Google Cloud ML Engineer certification - Training and preparing

 Self improvement  24 November 2022

I am preparing for Google Cloud Professional Machine Learning Engineer certification .

Machine learning products in Google Cloud

 Data science  27 November 2022

This is a summary of Google Cloud Platform (GCP) products relevant for Machine Learning Engineer role.

BigQuery for ML Engineers in Google Cloud

 Data science  1 December 2022

BigQuery is by far the most important storage and processing service in Google Cloud from ML perspective.

Vertex AI for ML Engineers in Google Cloud

 Data science  2 December 2022

Some Google materials refer to it as Fully managed Tensorflow.

Machine learning fundamentals

 Data science  28 December 2022

Notes about fundamental ML concepts for Google Cloud ML Engineering certification.

Dataflow for ML Engineers in Google Cloud

 Data science  1 January 2023

Dataflow product in Google Cloud is mandatory for advanced data processing pipelines for machine learning solutions.

Introduction to neural networks for ML

 Data science  2 January 2023

I heard about artificial neural networks first time around 2017. Since then I have tried to understand their behavior and explain them in a simple way.

Recommendation systems in Google Cloud

 Data science  3 January 2023

Recommendation systems are useful to personalize experience and find relevant items among huge catalogs.

Are cloud certificates beneficial?

 Software  4 January 2023

Cloud certificates are proof of developer’s competence. But are they beneficial in practice?

Tensorflow for ML Engineers

 Data science  5 January 2023

I have more experience from Pandas and Scikit-Learn Python libraries compared to Tensorflow.

Tensorflow Extended (TFX) for MLOps

 Data science  6 January 2023

Tensorflow Extended (known as TFX) is a framework to define ML pipelines.

Keras for basic neural networks

 Data science  7 January 2023

Keras is one of the high level APIs in Tensorflow deep learning stack.

Neural networks for image recognition

 Data science  9 January 2023

Some notes about image recognition while preparing for Google Cloud MLE certification.

Neural networks for natural language processing

 Data science  10 January 2023

Natural Language Processing (NLP) refers to tools and methods to explore text data as well as identifiy patterns and making predictions.

MLOps in Google Cloud

 Data science  11 January 2023

Google Cloud Platform has excellent toolset to operationalize and productionize machine learning models.

I became a certified Google Cloud Professional Machine Learning Engineer!

 Data science  13 January 2023

After 4 months of intense studying I passed the Google Cloud certification for Professional Machine Learning Engineer!

30 questions for Google Cloud Professional Machine Learning Engineer exam

 Data science  1 February 2023

Around 30 questions I memorize from the Google Cloud Professional Machine Learning certification exam.