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become-an-inspector-for-a-day-and-detect-fraudsters-with-graph-ml-on-memgraph
Machine Learning
Fraud Detection
Use Cases
Graph Algorithms
Become an Inspector for a Day and Detect Fraudsters With Graph ML on Memgraph!

This blog post deals with solving fraud detection problems with graph machine learning. Learn how to load data, trainin and plot to find out who did it! It’s elementary, my dear reader.

by
Mateo Dujic
December 7, 2022
building-a-recommendation-system-for-telecommunication-packages-using-graph-neural-networks
Graph Algorithms
Machine Learning
Recommendation Engine
Use Cases
A Hyperparametrization Is All You Need - Building a Recommendation System for Telecommunication Packages Using Graph Neural Networks

Graph Neural Networks can be used for a variety of applications but do you know what it takes to create a great recommendation system? Dive deep into the math of GNNs, implement a link prediction module and show everyone how stunning graph machine learning can be!

by
Andi Skrgat
December 5, 2022
why-you-should-automate-mapping-data-lineage-with-streams
Data Lineage
Use Cases
Graph Streaming
Showcase
Why You Should Automate Mapping Data Lineage With Streams

Data lineage helps you make informed decisions that reduce costs, streamline operations and power innovation. Discover how stream tech helps with automatically mapping data lineage, and learn how Memgraph integrates with event streaming platforms.

by
Ante Pusic
December 2, 2022
how-to-visualize-connections-in-insurance-data
Use Cases
Fraud Detection
How to Visualize Connections in Insurance Data

Check out how Memgraph handles the visualization of complex graph structures found in insurance data that will allow you to comprehend and synthesize large amounts of new information more efficiently.

by
Bruno Sacaric
December 1, 2022
manage-all-your-data-lineage-needs-with-memgraph-graph-analytics
Use Cases
Data Lineage
Showcase
Manage All Your Data Lineage Needs With Memgraph Graph Analytics

The data lineage graph is the single source of truth about your organization’s data. Discover how Memgraph can competently handle this use case with its optimized architecture, power data insights and connect to other software.

by
Ante Pusic
November 29, 2022
how-to-model-insurance-data-as-a-graph
Use Cases
Fraud Detection
Showcase
How to Model Insurance Data as a Graph

Find out how to organize data into a graph. Model vehicle insurance claims, incidents, policies and more while preserving the interconnected nature of individual insurance cases.

by
Bruno Sacaric
November 28, 2022
solving-most-common-problems-in-energy-management-systems-solved-with-graph-analytics
Use Cases
Energy Management System
Graph Algorithms
Most Common Problems in Energy Management Systems Solved With Graph Analytics

For every problem in the energy management system, there is a graph algorithm that can point you in the right direction! Here is an overview of the most useful graph algorithms for highlighting weak links, high-risk nodes and many more.

by
Josip Mrden
November 25, 2022
recommendation-engines-faster-than-ever-with-memgraph
Use Cases
Recommendation Engine
Recommendation Engines Faster Than Ever With Memgraph

It’s true every recommendation engine requires a performant database to analyze the data and provide the recommendation, but why exactly does Memgraph stand out? Easy - C++, in-memory, real-time analytics! Three things to change the recommendation game.

by
Niko Krvavica
November 24, 2022
what-makes-memgraph-great-for-real-time-performance-in-iam-systems
Use Cases
IAM Systems
What Makes Memgraph Great for Real-Time Performance in IAM Systems

Find vulnerabilities and security issues, or perform any other data analysis in your Identity and Access Management system with Memgraph, and ensure you are running a smooth operation.

by
Antonio Filipovic
November 23, 2022
why-should-you-use-memgraph-when-dealing-with-the-power-grid-and-energy-topologies
Use Cases
Energy Management System
Why Should You Use Memgraph When Dealing With the Power Grid and Energy Topologies

If you require an energy management system that is scalable, fault-tolerant, and performant, Memgraph is the go-to solution! Analyze highly connected power grids or gas pipelines to make meaningful decisions and improve the impact on your business, the people and the environment around you.

by
Josip Mrden
November 22, 2022
five-recommendation-algorithms-no-recommendation-engine-is-whole-without
Use Cases
Recommendation Engine
Graph Algorithms
PageRank
Five Recommendation Algorithms No Recommendation Engine Is Whole Without

How many recommendation algorithms do you need for a successful recommendation engine? Start with these five and we'll recommend you more!

by
Niko Krvavica
November 21, 2022
benefits-graph-databases-bring-to-identity-and-access-management
Use Cases
IAM Systems
Graph Algorithms
Benefits Graph Databases Bring to Identity and Access Management

When you notice your traditional IAM system no longer provides adequate analysis and decision making is getting harder as your company grows because you always have to pick up the slack manually, it’s high-time you turn your attention to graphs. They have everything you need - high performance, flexibility and scalability.

by
Antonio Filipovic
November 18, 2022
the-easiest-path-to-gdpr-complianc-for-enterprises-is-the-graph-path
Use Cases
Data Lineage
The Easiest Path to GDPR Compliance for Enterprises is the Graph Path

The GDPR has placed high demands on organizations doing business in the European Union, mainly focused on how personal data is collected and processed. However, this does not mean it can’t be business as usual again. Find out why graph databases are the best way to achieve GDPR compliance and how they get it done.

by
Ante Pusic
November 17, 2022
embark-on-the-fraud-detection-journey-by-importing-data-into-memgraph-with-python
Use Cases
Fraud Detection
Python
GQLAlchemy
Embark on the Fraud Detection Journey by Importing Data Into Memgraph With Python

Are you reluctant to switch from a relational database to a graph databases to explore fraud because you believe you first need to be proficient in Cypher to correctly import the data? Be rest assured - there is a Python-friendly approach available within Memgraph!

by
Bruno Sacaric
November 16, 2022
how-can-companies-meet-energy-management-demands-in-the-new-era-a-graph-approach
Use Cases
Energy Management System
How Can Companies Meet Energy Management Demands in the New Era - A Graph Approach

With power being the most powerful asset, it’s still managed by inadequate tools and systems based on tabular data. Good for aggregations and mathematical operations but terrible for actually managing large-scale, highly connected dynamic systems. Luckily, graphs can regain control over energy systems and topologies, and help save millions.

by
Josip Mrden
November 15, 2022
three-reasons-how-graph-databases-can-enhance-the-insurance-industry
Use Cases
Fraud Detection
Three Reasons How Graph Databases Can Enhance the Insurance Industry

If your data is trapped inside tables and you can’t seem to get satisfying answers to questions that would enhance your business, it’s time to switch to graph databases. Here are three main reasons why!

by
Bruno Sacaric
November 11, 2022
how-graphs-solves-two-biggest-problems-of-traditional-iam-systems
Use Cases
IAM Systems
How Graphs Solve Two Biggest Problems of Traditional IAM Systems

The world has changed a lot in the past couple of years, and it’s no different for business organizations. More and more businesses no longer have strict hierarchical organizations and people often change teams and projects they work on and resources they need. It is no wonder that if the IAM systems also don’t change, they will no longer be helpful in supporting the organization. Switching to graphs presents a change the IAM systems desperately need.

by
Antonio Filipovic
November 10, 2022
better-data-management-get-solutions-by-analyzing-the-data-lineage-graph
Use Cases
Data Lineage
Better Data Management: Get Solutions by Analyzing the Data Lineage Graph

You no longer need to rely on manually inspecting data lineage before making changes to your organization’s data landscape. Find out how to get insights with Memgraph’s analytics so that you can move on to impact analysis, data migration, or upgrading your data infrastructure!

by
Ante Pusic
November 9, 2022
faster-recommendations-with-graph-databases
Use Cases
Recommendation Engine
Why Are SQL Databases Outdated for the Real-Time Recommendation Engines

If a recommendation engine built on relational databases is falling a part due to the bottlenecks made by complex JOINs and never-ending schema changes, there is only one permanent and game changing solution - graph databases.

by
Niko Krvavica
November 7, 2022
join-the-dots-data-lineage-is-a-graph-problem-heres-why
Use Cases
Data Lineage
Showcase
Join the Dots: Data Lineage Is a Graph Problem. Here’s Why!

Complex JOINs necessary for tracking data lineage with relational DBs drag down the speed of analyzing and visualizing the lineage and pinpointing issues and solutions. That is why graph technology is perfect to model and manage data lineage! Not convinced? Read the post to find out more.

by
Ante Pusic
November 4, 2022
why-should-you-combine-machine-learning-and-graph-tech-to-build-your-fraud-detection-system
Use Cases
Fraud Detection
Why Should You Combine Machine Learning and Graph Tech to Build Your Fraud Detection System?

Sometimes choosing graphs solutions isn’t the only step you can take to mitigate risks. In case fraudsters foolishly think they can outsmart an analytics team, they probably haven’t come across their new best friend - fraud detection systems enhanced with machine learning models.

by
Bruno Sacaric
November 2, 2022
how-to-upgrade-an-antiquated-identity-and-access-management-system
Use Cases
IAM Systems
Showcase
How to Upgrade an Antiquated Identity and Access Management System

There are a couple of steps to follow to move off of your antiquated IAM system and make it more effective. Here is a to-do list to make it a smooth transition.

by
Antonio Filipovic
November 1, 2022
lost-in-documentation-let-our-docs-recommendation-system-guide-you-along
Use Cases
Recommendation Engine
Showcase
Lost in Documentation? Let Our Docs Recommendation System Guide You Along!

DRS is a web application that helps to navigate through documentation by giving you page recommendations based on your input URL.

by
Matea Pesic, Marko Domagoj Benkovic
October 12, 2022
predicting-drug-interactions-in-pharma-with-chemicalx-integration
Explore Datasets
Use Cases
Network Resource Optimization
Predicting Drug Interactions In Pharma With ChemicalX Integration

Industry leaders in the drug discovery and development area use graph technology. Here’s why

by
Antonio Filipovic, Josip Matak
July 6, 2022
how-to-analyze-a-streaming-dataset-of-movie-ratings-using-custom-query-modules
Real-time Analytics
Graph Algorithms
Use Cases
Recommendation Engine
How to analyze a streaming dataset of movie ratings using custom query modules?

Movie ratings from MovieLens are incoming, but you are still not sure what to watch over the weekend? Create your own movie recommendation system.

by
Ante Javor
June 21, 2022
how-to-build-a-real-time-book-recommendation-system-on-amazon-books-dataset
Real-time Analytics
Graph Algorithms
Use Cases
Recommendation Engine
How to build a real-time book recommendation system on Amazon books dataset?

Recommending books is hard. Thanks to the Amazon books dataset and insights from graph analytics, you can build your own. Here’s how.

by
Ante Javor
June 21, 2022
using-in-memory-databases-in-data-science
Comparison
Use Cases
Using In-Memory Databases in Data Science

In-memory databases primarily rely on RAM storage instead of using hard or external disks for memory storage. Let’s take a look at how in-memory databases work along with some use cases in data science.

by
Memgraph
June 8, 2022
best-python-packages-tools-for-knowledge-graphs
Use Cases
Knowledge Graphs
Python
Comparison
Best Python Packages (Tools) for Knowledge Graphs

A Knowledge Graph is a reusable data layer that is used to answer sophisticated queries across multiple data silos. With contextualized data displayed and organized in the form of tables and graphs, they achieve pinnacle connectivity.

by
Memgraph
May 23, 2022
amazon-user-item-recommender-with-tgn-and-memgraph
Graph Algorithms
Showcase
Use Cases
Recommendation Engine
Temporal graph neural networks with PyTorch - How to create a simple recommendation engine on an Amazon dataset

Temporal graph neural networks can be used to perform both label classification and link prediction. Learn how to create a simple graph recommendation engine using TGNs on an Amazon product dataset.

by
Antonio Filipovic
April 26, 2022
analyze-infrastructure-networks-with-dynamic-betweenness-centrality
GQLAlchemy
Graph Algorithms
Network Resource Optimization
Use Cases
Analyze Infrastructure Networks with Dynamic Betweenness Centrality

Online algorithms are key for rapid response to changes in streamed graph data

by
Ante Pusic
April 21, 2022