Vision AiSara 2021

AiSara Core Algorithm

Core Algorithm API

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API to package for easier operationAisara.py file to library to make it more user friendly for new comers and users in application integration.Unify multiple resourceTo combine multiple end-points of aisara into one resource or package.API for Aisara 2.0integrate adjustment.py API list:Aisara CorePythonJuliaEnsembling for Error ModelAisara 2.0Research:Hidden Variable -> Accuracy ImprovementFourier TransformIterative Approach <- in progressGPU Support -> JuliaRBF in Julia -> performance enhancementKriging for model building -> accuracy improvementPRSB development -> aisara strippingFederated Learning BrainstormingPRSBBenchmarking: (2022)Stress testing on AisaraAisara + HVAisara 2.0 + HVAisara + Ensemble + HVAisara 2.0 + Ensemble + HVProviding a workflow for developers before using aisara library. Store data from multiple users and use it to improve the algorithm (model).Auto-ML for benchmarking

Technical feature/details

Adjustable AiSara Module for different Client

Remove one of the module which are not useable for all-purpose data

Limit number of variable

Preprocess layer which only accept specific type of data or limited number of variables

Uncertainty/Risk

Minor bug in moving all AiSara core to local server

Resource

Man power

1 Developer

Equipment

Server (cloud or local)

Schedule

November 2021

API for ensemble algorithm

December 2021

API for AiSara 2.0

Purpose and Target

Give Client Copy of AiSara Engine with limited freedom and specific usage only

Core Algorithm Julia

Purpose and Target

Give Client Copy of AiSara Engine with limited freedom and specific usage only

Schedule

November 2021

Research on size reduction of docker image

To reduce the load and price of cloud hosting
through reducing the hardware allocation

December 2021

Integration of new Julia algorithm with different products of our company

Aisara Web

Uncertainty/Risk

Minor bug in moving all AiSara core to local server

Technical feature/details

Evaluation of all AiSara web

Testing with AiSara Core in Julia

Testing with Aisara engine in local Server

Internal Engineer testing

Purpose and Target

Marketing tool for Aisara core engine that only utilize AiSara Engine

Resource

Man power

1 Developer

Equipment

Internal Server

Schedule

December 2021

Research

Uncertainty/Risk

Iteration in testing and implementing new tools and techniques

Technical feature/details

Enhancement to the aisara core algorithm

Improving the accuracy

Proposing and creating new products for AiSara

Purpose and Target

Develop enhancement tools for the aisara core algorithm

Resource

Man power

2 Developer

Equipment

Internal Server

Cloud

For production capabilities

Schedule

November 2021

Hidden Variable

Accuracy Improvement

Ensembling Techniques

API development

December 2021

Stripping of AiSara Algorithm for PRSB

Dev Ops

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Local Server:Acquiring (nov 2021)setup (nov 2021)app deploymentdatabase <- preference windowsnfs-server local storagehypervisor (dec 2021)kubernetes or docker Networking:Remote work router (VPN)Fortinet (fortigate)virtual port setup for hypervisor (kubernetes)

Local Server

Technical feature/details

Host Stock Market App Data Server

Host AiSara Core locally at office and accessible anywhere

Host AiSara Core Julia locally at office and accessible anywhere

Host nfs-server for kubernetes

Allow remote team to access local internet using VPN

Schedule

December 2021

Hypervisor

Kubernetes

Docker

Networking

Remote Work Router

Virtual Port setup for hypervisor

November 2021

Purchase

Setup

App Deployment

Database

NFS-server

Resource

Man power

1 DEvOps Engineer

1 Developer

Equipment

Local Server in KL

Adjustable router for external access

Uncertainty/Risk

Purpose and Target

Provide Internal Developer to host existing server in local server

Brainstorming App

Main topic

New Product opportunity

Product 1

Schedule

End time or attached schedule

Uncertainty/Risk

Technical feature/details

Resource

Man power

Equipment

Purpose and Target

To provide easiness ......

Product 2

Schedule

End time or attached schedule

Technical feature/details

Uncertainty/Risk

Purpose and Target

To provide easiness ......

Resource

Man power

Equipment

Aivie

Schedule

End time or attached schedule

Uncertainty/Risk

Front-end

Back-end

Chaquopy does not support video processing.

Design Prototype

Engine

The gesture recognition does not work as intended

Technical feature/details

Detecting gesture in the mobile application (machine learning classifier)

Recording of video (Android studio)

Detect stop or stopSubVideo (machine learning classfier)

Splitting the video into frames

Background matting

Saving videos

Calculate the videos to ensure whether it reached 10seconds

Resource

Man power

Machine learning engineer

Front-end

Back-end

Equipment

Prototype

Adobe XD

Adobe Illustrator

Zeplin

Front-end

Android Studio

Adobe XD

Zeplin

Engine

opencv

deep learning module

rembg

machine learning module

haarcascade

ffmpeg for video editing

Back-end

Android Studio

Chaquopy

Purpose and Target

Mobile application with simple task

To develop our own gesture recognition machine

To develop a fully functional AI Video Trimming Engine

Stock Market App

Schedule

End time or attached schedule

Purpose and Target

Provide Dynamic Analysis and Screening for Existing Market/Stocks

Technical feature/details

Resource

Man power

1 Data Analyst

1 Developer

1 Machine Learning Engineer

Equipment

Uncertainty/Risk

PRSB

Technical feature/details

Petroleum Engineering Physics

Decision on the modules inside the project (Phase 1)

Discussion & Research on PE modules

Data Related

Finalizing on web application plotting

Testing the dynamic of web app plotting

ML/AI

Test & Deploy several pre-process modules in web app

General

Finalizing graphic user interface of the web application

Resource

Man power

1 Project Lead

1 Petroleum Engineer

1 Algorithm/ML Engineer

1 Developer

Equipment

Local Server

Purpose and Target

Create easy interface for engineer to fix PDG data and do analysis with available data

for PRSB research usage

Mimic PE software but with advance AI/ML modules & AiSara

Schedule

Preparation until end 2021

Uncertainty/Risk

Different set of Data used during preparation and client's data

Aisara Engine Modelling with limited function for client

client restriction regarding the data usage

competition with what is already available in the market

Delfi

Forecast Manager

Streamlit into Delfi

Assisted History Matching

Technical feature/details

AiSara Modelling

Visualization

3D

Blindtest

Variable Ranking

Improved or targeted UI for Oil and Gas

Uncertainty/Risk

Performance Issue for big dataset

Schedule

November 2021

Purpose and Target

Help to reduce time in generating History Matching scenario and find lowest error model

Resource

Man power

1 Developer

1 Petroleum Engineer

Equipment

Server (local/cloud)

Data Driven Production Forecast

Technical feature/details

AiSara Modelling

Visualization

2D rate vs time Scenario

Blindtest

Variable Ranking

Improved or targeted UI for Oil and Gas

Resource

Man power

1 Developer

1 Petroleum Engineer

Equipment

Server (local/cloud)

Purpose and Target

Help to reduce time in generating History Matching scenario and find lowest error model

Uncertainty/Risk

Data Modelling for high number of target but limited training variable

Schedule

November 2021

Marketing and Design

Social Media Marketing

Uncertainty/Risk

Less followers

No better reach

Low engagement

Schedule

December 2021

Technical feature/details

9am posting/daily

Tips and Tricks

Quotation post

News, article, and blog

Update social media on the website

Resource

Man power

Content creator

Team for content ideas

Voiceover Person

Equipment

Meetedgar

Adobe Premiere Pro

Adobe Illustrator

Adobe Photoshop

Microsoft Powerpoint

Grammarly

Canva

Purpose and Target

To give exposure to the audience about AiSara, let people know AiSara and its product

Deliver what AI and ML is to the audience

Create some engaging content or something in trend

Create some post with voiceover/persona

UI/UX and Design

Brainstorming app

Schedule

November 2021

Technical feature/details

Chatbot

Group chat

Session

Resource

Man power

Front-end developer

Back-end developer

Equipment

Adobe XD

Adobe illustrator

Adobe Photoshop

Purpose and Target

To improve the UI/UX and flow of the application

New name for the application

Uncertainty/Risk

Cannot export whole artboard into javascript file

Some animation in the prototype might not be able to be developed during the development of the application

PRSB

Uncertainty/Risk

Cannot export whole artboard into javascript file

Technical feature/details

Data processing feature

Interpretation feature

Resource

Man power

Front-end Developer

Petroleum Engineer

Equipment

Adobe XD

Adobe Photoshop

Schedule

December 2021

Purpose and Target

To provide UI/UX and flow of the application

To understand terms and flow of the web application based on petroleum engineer perspective

Delfi

Technical feature/details

Model

Constraint & Events

Nodes

Scenario

Resource

Man power

Petroleum Engineer

Equipment

Adobe XD

Adobe illustrator

Adobe Photoshop

Purpose and Target

To provide UI/UX and flow of the application

Uncertainty/Risk

Schedule

End time or attached schedule