Neo4j Graph Data Science and LLM

Topic 1 Introduction to Neo4J Graph Data Science

• Overview of Neo4j Graph Data Science (GDS)
• How GDS Works
• Graph Catalog
• Cypher Projections

Topic 2 Graph Algorithms

• Path Finding
• Community Detection
• Node Embedding
• Similarity
• Shortest Paths with Cypher
• Weighted Shortest Paths

Topic 3 Graph Machine Learning

• Overview of Graph Machine Learning
• Node Classification Pipeline
• Link Prediction
• Exploratory Analysis
• Handling Missing Values
• Encoding Categorical variables
• Dimensionality reduction
• KMeans algorithm
• Feature normalization
• Optimizing KMeans algorithm
• Nearest neighbor graph
• kNN algorithm

Topic 4 Neo4j and LLM

• Introduction to Neo4j with Generative AI
• Avoiding Hallucination
• Grounding LLMs
• Vectors & Semantic Search
• Vector Indexes
• Introduction to Langchain
• Large Lauguage Models (LLM)
• Chains
• Memory
• Agents
• Retrievers
• Using LLMs for Query Generation
• The Cypher QA Chain
• Conversational Agent

Prerequisite

• Basic Blockchain knowledge
• Good to have basic Javascript knowledge

Software Requirement

• Download and Install Ganache
• Download and Install Truffle
• Create a free account with Infuria
• Download and install Node.js

HRDF Funding

Please refer to this video https://youtu.be/Kzpd-V1F9Xs

1-     HRD Corp Grant Helper

How to submit grant applications for HRD Corp Claimable Courses

2-     Employers are required to apply for the grant at least one week before training commences.

Employers must submit their applications with supporting documents, including invoices/quotations, trainer profiles, training schedule and course content.

3-     First, Login to Employer’s e-TRIS account -https://etris.hrdcorp.gov.my

Second, Click Application

4-     Click Grant on the left side under Applications

5-     Click Apply Grant on the left side under Applications

6-     Click Apply

7-     Choose a Scheme Code and select HRD Corp Claimable Courses: Skim Bantuan Latihan Khas. Then, click Apply

8-     Scheme Code represents all types of training that suit the requirements provided by HRD Corp. Below are the list of schemes offered by HRD Corp:

9-     Select your Immediate Officer and click Next

10-  Select a Training Provider, then click Next

11-  Please select a training programme from the list, then key in all the required details and click Next

Select your desired training programme.

Give an explanation on why the participant is required to attend the training. E.g., related to their tasks/ career development, etc.

Explain the background and objective of this training.

Select a relevant focus area. For Employer-Specific Courses, select ‘Not Applicable’.

12-  If the training programme is a micro-credential programme, you are required to complete these 3 fields. Save and click Next

Insert MiCAS Application number

13-  Based on the nine (9) pillars listed below, HRD Corp Focus Area Courses are closely tied to support government initiatives towards nation building. As such, courses offered through the HRD Corp Focus Areas are designed to provide the workforce with skills required for current and future demands. Details of the focus areas are as follows:

14-  Please select a Course Title and Type of Training

15-  Select the correct type of training according to the actual type of training, or as mentioned in the training brochure:

16-  Please key in the Training Location and click Next

17-  Please select the Level of Certification and click Next

18-  Please follow the instructions and key in trainee details

19-  Click Add Batch, then click Save

20-  Click Add Trainee Details

21-  Please key in all the required details, then click Add

22-  Click Add if there are more participants. Once done, click Save

23-  Click Next

24-  Please key in the course fees and allowance details, then click Save

25-  Estimated cost includes the course fees/external trainer fees, allowances, and consumable training materials. Please comply with the HRD Corp Allowable Cost Matrix.

26-  Select Upfront Payment to Training Provider and key in the percentage from 0% to 30%. Then, click Save and Next

27-  Complete the declaration form and select a desired officer

28-  Add all the required documents, then click Add Attachment. Then, click Save and Submit Application

29-  Once the New Grant Application is successfully submitted, the Grant Officer will evaluate the application accordingly. The application may be queried if additional information is required.

The application status will be updated via the employer’s dashboard, email, and the e-TRiS inbox.

• Data Scientist specializing in Graph Databases
• Neo4j Database Administrator
• Graph Data Analyst
• AI and Machine Learning Engineer
• Natural Language Processing Engineer
• Graph Database Consultant
• Data Integration Specialist
• Business Intelligence Analyst
• Network Analysis Researcher
• Recommendation Systems Developer
• AI Application Developer
• Data Architect specializing in Graph Technologies
• Cybersecurity Analyst using Graph Data Science
• Financial Analyst leveraging Graph Databases
• Healthcare Data Analyst
• Social Network Analyst
• Supply Chain Optimization Analyst
• Graph Algorithm Developer
• Software Developer with Neo4j Expertise
• Academic Researcher in Graph Theory and Data Science

Muhammed Siraj: Muhammed Siraj is an IT executive, lecturer, trainer, security expert, developer, hardware technician, and entrepreneur with over 15 years of experience in the IT profession. He is an experienced IT instructor who has delivered several lecturers in the area of Cybersecurity, Computer Forensics, and Fraud detection to the military, police, CID, Financial Institutions, among others. In addition to training, he provides consultancy services to Educational and Governmental Institutions in the area of computer security and adoption of Open Source solutions. His experience and knowledge acquired from Ghana, Mali, Denmark, South Africa, and Malaysia, enables him to interact with people of different cultural backgrounds very well.

Skillset:

• Degrees in IT, Economics, Psychology. Currently pursuing his PhD in Computer Science (Security in Computing field)
• Certified CEH, CHFI, Hardware repairs and maintenance.
• Data mining, Office automation, filemaker, Fraud detection, Blockchain, Hardware repairs, Google Power Searcher, Drupal/Laravel/CakePHP developer.
• Proficient in Python, Ruby, PHP, Java, Solidity, VBA, Google Apps Script, Javascript, HTML, CSS, SQL.

Ahmad Pouladzadeh: Ahmad Pouladzadeh have more than 10 years experiences in software engineering and through my career I have worked with different kind of technologies, But about 3 years ago I started learning about blockchain and got involved in the Gallactic blockchain project as a Blockchain expert and developer. I was responsible for designing and implementing the core side of the Gallactic and Simultaneously Working on the tools like gnet(Wrriten by myself in Node.js) for interacting, compiling and deploying smart contracts on the Gallactic nodes and also doing Some Smart contracting stuff(mostly Solidity assembly) . I also worked for Komodo blockchain as a head of the QA and participated on Hyperledger Burrow project. https://www.linkedin.com/in/pouladzade/ https://github.com/pouladzade