TMA AI Newsletter Quarter III of 2024

Welcome to TMA AI Quarterly Newsletter. Please contact biz@tma.com.vn for detailed information.

Events

AI for Business Contest

AI Training

New Solutions

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Newsletter

AI as a Service

After several months of preparation, TMA and True IDC – a cloud provider, have launched AI as a Service with many cloud-based AI solutions for businesses.

AI Seminars

In the last quarter, TMA AI Center organized four AI seminars with more than 900 participants.

K-ICT WEEK 2024

TMA participated in K-ICT WEEK 2024 in Busan, showcasing innovative AI, Fintech, and Healthcare solutions.

AI for Healthcare Pharmedi 2024

TMA was the keynote speaker in AI for Healthcare seminar, Vietnam International Medical Exhibition - Pharmedi Vietnam 2024.

Innovation Contest: AI for Business

Following the success of the AI Hackathon, TMA launched the "Innovation Contest: AI for Business” across three categories: AI for Enterprise, AI for Industry, and AI for Engineering. Within the first month, more than 50 ideas have been registered.

AI Training

AI Training Program

In the last quarter, 100% of TMA’s engineers passed AI training program, one quarter ahead of the comprehensive 2-year AI training program (2023-2024).

AI Certificates

In Quarter 3/2024, TMA’s engineers added more than 40 AI certificates.

New Solutions

Local LLM Framework - Enterprise Knowledge-Base On-Premise Enterprise Data Platform Semantic Search Predictive Maintenance Defect Detection Online Training Virtual Assistant E-commerce AI Solutions

Local LLM Framework - Enterprise Knowledge-Base

Description

An on-premise LLM framework enables businesses to discover and leverage the knowledge in corporate documents and databases and quickly build enterprise generative AI applications.
This platform allows users to access and interact with a wide range of documents.

Functions

Allow integration of multiple LLM models to enhance flexibility and performance based on application needs.
Facilitate API integration to connect with external systems and services for improved functionality and data exchange.
Support parsing of various document formats, including PDF, Word, PPTX, and images, for comprehensive knowledge extraction.

Technologies

Ollama
OpenAI
MS Azure
Anthropic
NLP and chatbot frameworks

Benefits & Applications

Ensure security and privacy from local data.
Rapid development of enterprise generative AI applications.

On-Premise Enterprise Data Platform

Description

An on-premise platform designed to centralize enterprise data from various sources, enabling businesses to streamline operations, enhance decision-making, and support a wide range of analytical and operational needs.

Functions

Aggregate data from various sources, including databases, applications, and external data feeds, into a centralized repository.
Apply Data LakeHouse architecture for storage, management, and analysis of structured and unstructured data.
Implement high-speed data processing with advanced algorithms for rapid data crunching.
Enable analytics and reporting capabilities to support informed decision-making across the organization.

Technologies

Data LakeHouse
Azure AI
SQL database

Benefits & Applications

Ensure security and privacy from on-premise model.
Accelerate data processing times.
Eliminate data silos and enhance data accessibility.
Support diverse data workloads.

Semantic Search

Description

A semantic search solution designed to aggregate and connect data from multiple sources, providing clients with comprehensive insights into product knowledge, technical support, and personalized data.
Built to enhance customized search, it ensures data ingestion, transformation, and intelligence for a seamless user experience.

Functions

Aggregate and integrate product knowledge, technical support, and personalized data from diverse sources.
Enable data ingestion and transformation for smooth data flow and observability.
Support customized search functionality, improving the relevance and accuracy of search results.

Technologies

MS Azure
OpenAI
Scrapy
Nifi
Databricks

Benefits & Applications

Enhance user experience.
Improve data management.
Increase operational efficiency.

Predictive Maintenance

Description

AI solution designed to predict and prevent machinery malfunctions and failure events in real time.
Built to enhance asset maintenance, it minimizes unplanned downtime and optimizes maintenance costs by providing early detection and proactive insights into machinery status.

Functions

Detect abnormalities in machinery operations through data analysis.
Provide early warnings of potential failures or downtimes to enable timely intervention.
Continuously monitor machine and system health to ensure operational efficiency.
Generate maintenance recommendations to support optimized scheduling and asset longevity.

Technologies

Long-Short-Term-Memory (LSTM)
CNN
TensorFlow
Keras, Scikit-learn
MS Azure Cloud

Benefits & Applications

Improve machinery longevity.
Minimize operational disruptions.
Optimize maintenance costs.

Defect Detection

Description

A defect detection system built to identify and classify defects across various product types using advanced computer vision and sound detection technologies.

Functions

Captures high-resolution images and audio data from production lines.
Utilizes computer vision and sound detection algorithms for real-time analysis.
Automatically identifies defects (e.g., surface irregularities, shape inconsistencies, abnormal sounds).
Classifies defects into predefined categories.
Provides detailed feedback and alerts to operators for immediate action.

Technologies

Computer Vision
Sound Detection Technology
Edge Computing
Deep Learning

Benefits & Applications

Improve quality control accuracy.
Reduce product defects.
Support data-driven insight.

Online Training Virtual Assistant

Description

Online training virtual assistant to enhance educational experiences through course recommendations and quiz creation.
Provide tailored learning paths, interactive quizzes, and real-time engagement tracking.

Functions

Recommend courses by matching keywords or phrases to relevant subjects.
Create customizable quizzes and surveys with single-choice, multiple-choice, and free-text options, enabling real-time assessment and feedback.

Technologies

OpenAI
LangChain
Rasa
Azure AI

Benefits & Applications

Personalized learning experience.
Enhance engagement tracking.
Data-driven insights.

E-commerce AI Solutions

Description

E-commerce AI solutions to enhance client experiences and optimize the operation of client service, storefront operations, and back-office management.

Functions

Visual and voice search for product discovery.
Virtual try-on for personalized product fit.
AI-driven personalized recommendations.
Chatbots and virtual assistants for tailored client interactions.
24/7 virtual client service support.

Technologies

Media/Image Processing
Image Detection
Framework: LangChain, LlamaIndex
Vector DB: Chroma, Qdrant
LLMs: OpenAI, Google Gemini, Llama
RAG techniques

Benefits & Applications

Enhance client experience.
Streamline operations through automated processes.
Improve decision-making with data-driven insights.

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