A webinar will be held on Wednesday, January 15, 2025 from 12:00-1:00 pm to present the latest in Research & Business.

Registration Page
https://araya-seminar2.peatix.com/

 

[2nd Arayaseminar] 

How to develop in-house AI solutions starting now While expectations for AI have increased with the advent of ChatGPT and Stable Diffusion (image generation AI), more and more companies are struggling to implement AI solutions in their internal operations. In this webinar, Araya, who has conducted many AI development projects, will introduce concrete methodologies for PoC (Proof of Concept) using AI, such as generative AI, with examples of the flow of AI implementation in the field and points to keep in mind.

z Date and Time
January 15, 2025 (Wednesday) 12:00~13:00

0 Location of the event
Online (ZOOM)

＜Seminar Content Pick Up!

POINTS TO KEEP IN MIND WHEN DEVELOPING AI SOLUTIONS

Data analysis support: We utilize models that already exist and verify their accuracy using a variety of data sets. We start with areas that can be expected to yield results in a short period of time, and extract the feasibility of implementation and points for improvement through PoC.

Design of evaluation metrics: Assemble metrics according to the issues and visualize "what level of accuracy is appreciated in the field. We will formulate evaluation metrics according to flexible requests and clarify the direction after PoC.

Support for test design and execution: To maximize results during the PoC period, we provide support for the entire one-month process, including data acquisition methods, evaluation protocol development, and cost and resource allocation for the operation of the system.

Algorithm optimization/implementation advice: Based on the results of the PoC, we provide technical advice for practical application, including speed-up and cost optimization as needed, as well as utilization of learned models.

 

LATEST AI MODEL TRENDS

Not only well-known AI such as ChatGPT and Stable Diffusion, but also AI capable of performing some general-purpose tasks in the field of image recognition, etc., are emerging one after another. The following is a brief introduction to the latest trends, including differences from conventional AI.

 

DEVELOPMENT PROCESS OF "AI SOLUTIONS" IN THE ERA OF GENERATIVE AI AND IMAGE RECOGNITION INFRASTRUCTURE MODELS

In recent years, there has been an acceleration in the use of foundational models such as ChatGPT and Stable Diffusion to achieve sophistication in existing operations and product development processes. However, in the initial stages of AI implementation, various challenges exist, such as setting accuracy requirements, uncertainty of results, and identifying operational costs.

This program will provide implementation support through a one-month PoC for AI novices and for business units and researchers who are considering business improvement through data utilization. We will introduce how to evaluate the practicality of the system in a short period of time using the base model, and if necessary, how to utilize the learned model, set up metrics, and build evaluation protocols at a high speed.

 

Speaker Profile 1

Shigeki Hasui
Chief Engineering Officer, Director, Araya

Completed Master's program, Graduate School of Science and Engineering, Tokyo Institute of Technology
Engaged in embedded development of multifunction devices, ASIC and FPGA development at a major precision equipment manufacturer
Joined Arayain 2018. Engaged in image recognition and edge AI development
Engaged in NEDO project (Development of innovative AI edge computing technology: 2018 -2022 )

 

Speaker Profile 2

Tatsuya Mori
VPoP, Advanced AI Development Department, Araya, Inc.

Worked in research and development of measurement and application technologies for human condition and behavior at a major Japanese electronics manufacturer's research institute. Most recently conducted research on IoT assisted behavior change and earned a second master's degree (education).Joined Arayain 2019 and has experience in numerous projects and AI development as an engineer and team leader.X (formerly Twitter): @hurasu1

 

Speaker Profile 3

Kaoru Nozue
Principal Product Manager, Advanced AI Development Department, Araya, Inc.

He has been involved in launching new AI-based businesses in multiple ventures. Most recently, he was in charge of developing a large-scale AI sleep analysis platform to perform sleep analysis in a completely non-contact manner. ArayaHe joined the company in March 2023 and was in charge of SubnetX productization with Oneshot NAS technology at its core as a product manager. Currently in charge of productizing, developing and building IaaS focused on Edge AI Ops based on SubnetX. x (formerly Twitter): @Nozium1