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EITCA Academy

EITCA Academy

The European Information Technologies Certification Institute - EITCI ASBL

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EITCI Institute ASBL

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Questions and answers designated by tag: Data Storage

What is the difference between Bigquery and Cloud SQL

Monday, 18 December 2023 by virginie Kalenzi

BigQuery and Cloud SQL are two distinct services offered by Google Cloud Platform (GCP) for data storage and management. While both services are designed to handle data, they have different purposes, functionalities, and use cases. Understanding the differences between BigQuery and Cloud SQL is important for choosing the appropriate service based on specific requirements. BigQuery

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, GCP overview, GCP Data and Storage overview
Tagged under: BigQuery, Cloud Computing, Cloud SQL, Data Storage, GCP, Google Cloud Platform

Can Google cloud solutions be used to decouple computing from storage for a more efficient training of the ML model with big data?

Tuesday, 14 November 2023 by Hema Gunasekaran

Efficient training of machine learning models with big data is a important aspect in the field of artificial intelligence. Google offers specialized solutions that allow for the decoupling of computing from storage, enabling efficient training processes. These solutions, such as Google Cloud Machine Learning, GCP BigQuery, and open datasets, provide a comprehensive framework for advancing

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Advancing in Machine Learning, GCP BigQuery and open datasets
Tagged under: Artificial Intelligence, Big Data, Data Storage, Distributed Computing, Google Cloud, Machine Learning

Is it necessary to first upload to Google Storage (GCS) a dataset to train on it a machine learning model in the Google Cloud?

Tuesday, 14 November 2023 by Hema Gunasekaran

In the field of Artificial Intelligence and machine learning, the process of training models in the cloud involves various steps and considerations. One such consideration is the storage of the dataset used for training. While it is not an absolute requirement to upload the dataset to Google Storage (GCS) before training a machine learning model

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Google tools for Machine Learning, Google Cloud Datalab - notebook in the cloud
Tagged under: Artificial Intelligence, Data Management, Data Storage, Google Cloud Platform, Google Storage, Machine Learning

What are some key-value pairs that can be excluded from the data when storing it in a database for a chatbot?

Tuesday, 08 August 2023 by EITCA Academy

When storing data in a database for a chatbot, there are several key-value pairs that can be excluded based on their relevance and importance to the functioning of the chatbot. These exclusions are made to optimize storage and improve the efficiency of the chatbot's operations. In this answer, we will discuss some of the key-value

  • Published in Artificial Intelligence, EITC/AI/DLTF Deep Learning with TensorFlow, Creating a chatbot with deep learning, Python, and TensorFlow, Data structure, Examination review
Tagged under: Artificial Intelligence, Chatbot, Data Storage, Database, Key-Value Pairs, Optimization

How does Google Cloud Platform (GCP) help in organizing genomic information?

Thursday, 03 August 2023 by EITCA Academy

Google Cloud Platform (GCP) offers a range of powerful tools and services that can greatly assist in organizing genomic information. Genomic data, which consists of vast amounts of genetic information, presents unique challenges in terms of storage, analysis, and sharing. GCP provides a robust and scalable infrastructure, along with specialized services, to address these challenges

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, GCP labs, Helping to organize world's genomic information with Google Genomics, Examination review
Tagged under: Cloud Computing, Data Analysis, Data Storage, Genomic Data, Google Cloud Platform, Google Genomics

What are the limitations of using the BigQuery sandbox?

Thursday, 03 August 2023 by EITCA Academy

The BigQuery sandbox is a free tier offering provided by Google Cloud Platform (GCP) that allows users to explore and experiment with the BigQuery service without incurring any costs. While the sandbox provides a convenient way to get started with BigQuery, it does have certain limitations that users should be aware of. 1. Data storage

  • Published in Cloud Computing, EITC/CL/GCP Google Cloud Platform, Getting started with GCP, Setting up BigQuery sandbox, Examination review
Tagged under: BigQuery, Cloud Computing, Data Storage, Google Cloud Platform, Sandbox

How does Kaggle Kernels handle large datasets and eliminate the need for network transfers?

Wednesday, 02 August 2023 by EITCA Academy

Kaggle Kernels, a popular platform for data science and machine learning, offers various features to handle large datasets and minimize the need for network transfers. This is achieved through a combination of efficient data storage, optimized computation, and smart caching techniques. In this answer, we will consider the specific mechanisms employed by Kaggle Kernels to

  • Published in Artificial Intelligence, EITC/AI/GCML Google Cloud Machine Learning, Further steps in Machine Learning, Introduction to Kaggle Kernels, Examination review
Tagged under: Artificial Intelligence, Data Storage, Intermediate Result Persistence, Kaggle Kernels, Kernel Persistence, Large Datasets, Network Transfers, Smart Caching
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