Big Data Archives - Page 2 of 2 - Sinfa Consulting: Data Science & AI Consulting

Big Data, Big Models: How to Train and Optimize Large Scale Sparse Models

Introduction Big data has become an integral part of modern business and research, with vast amounts of information being collected, analyzed, and stored every day. With the increasing volume of data, the need for more powerful models to analyze it has also grown. However, training large scale models can be a challenging task, especially when …

Big Data, Big Models: How to Train and Optimize Large Scale Sparse Models Read More »

Predicting Heart Disease with Machine Learning: A Breakthrough in Healthcare

In recent years, machine learning has made significant strides in the field of healthcare, enabling the development of algorithms that can analyze vast amounts of data and make accurate predictions about a patient’s health. Now, a team of researchers has made a breakthrough in the prediction of heart disease, demonstrating that machine learning algorithms can …

Predicting Heart Disease with Machine Learning: A Breakthrough in Healthcare Read More »

A Brief Overview of Modern Data Engineering

Data engineering is the practice of building and maintaining the infrastructure to store, process, and analyze data. In the past, data engineering was primarily focused on setting up databases and ETL pipelines to support traditional BI and analytics systems. However, the proliferation of big data, cloud computing, and advanced analytics technologies has led to the …

A Brief Overview of Modern Data Engineering Read More »

Data Leakage is a Serious Concern in The Field of Data Science

Data leakage is a serious concern in the field of data science, as it can compromise the integrity and reliability of data analysis and machine learning models. Data leakage occurs when information from the testing or training data is inadvertently included in the model, leading to overoptimistic performance estimates and poor generalization to new data. …

Data Leakage is a Serious Concern in The Field of Data Science Read More »

PowerBI Performance Improvement Strategies

PowerBI is a powerful tool for data visualization and analysis, but like any software, it can sometimes struggle with performance. If you’re experiencing slow loading times or other performance issues with PowerBI, there are a few strategies you can try to improve its performance. Optimize your data model. PowerBI’s performance is heavily influenced by the …

PowerBI Performance Improvement Strategies Read More »

Why Becoming a Data-Driven Organization is Challenging

Becoming a data-driven organization is a goal for many companies, as it can help drive business decisions, improve efficiency, and gain a competitive edge. However, achieving this goal can be difficult for several reasons. One of the biggest challenges of becoming a data-driven organization is the significant investment in technology and infrastructure that is required. …

Why Becoming a Data-Driven Organization is Challenging Read More »