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title: Nvidia 開發者技術研討會：什麼是生成式人工智慧以及如何駕馭它 ?

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# [101 Webinar] Nvidia 開發者技術研討會：什麼是生成式人工智慧以及如何駕馭它 ?
- 日期：2023/10/24


# 講者 1: 黃威仁博士 Dr. William Wong 
開發者關係經理 | AI、機器學習、智慧製造

- What is Generative AI?
    1. 非監督式、半監督式
    2. 文字生成模型：程式碼、多模態生成式 AI
    
- When to Use Generative AI to Solbe Enterprise Challenges?
    1. Predictive AI (預測型AI) vs. Generative AI (生成式AI)
    2. Predictive AI focuses on understanding historical data and making accurate predictions
    3. Generative AI creates new data based on patterns and trends learned from training data

- Generatvie AI is Transforming Business

- How Enterprises are Using Generative AI
    1. Less Customization
    2. Moderate Customization
    3. Extensive Customization

- Requirements for Building Custom LLMs
    1. Training Data
    2. Accelerated Computing
    3. Training and Inference Tools
    4. AI Expertise

- Generative AI Adoption Across Industries
    1. Finance: Fraud Detection, Personalized Banking, Investment Insights
    2. Healthcare: Molecules Simulation, Drug Discovery, Clinical Trial Data Analysis
    3. Retail: Personalized Shopping, Automated Catalog Descriptions,
    4.  Automatic Price Optimization
    5.  ...

- AI Voice Assistant（使用 Nemo）

- gettyimages nvidia wpp --> 生成式 AI 製作廣告（360度環境）

- APMIC（使用 Nemo 做文字判讀、Meta Human）

- Building Custom Generative AI Models
- Model Customization for Enterprise Ready LLMs
    1. Prompt Learning: p-tuning, Prompt Tuning, Adapters, LoRA
    2. Supervised Fine Tuning: Include domain specific knowledge
    3. Reinforcement Learning from Human Feedback (RLHF)
        - Continuously improve model as it is used
- Nemo Guardrails: 可以管控大型語言模型輸出的答案（rule-based）

- Steps to Get Started with Generative AI
    1.Identify Business Opportunity
    2.Build Out Domain and AI Teams

- 精準的答案：用 Prompt Learning 來回答精準的答案
- 以前的專家系統是不是被視為 Predictive AI
- 如何驗證 生成式AI 的輸出內容？
    1. RAG 可以舉證他是從哪一份文件
    2. Reinforcement Learning 的方式
    3. 但是現在沒有絕對的方式能夠判斷是不是有幻想的成分存在

# 講者 2: 梁哲瑋，創辦人暨執行長
- 集仕多股份有限公司
- Topic: AI 電視主持人 - AI 產生的影像內容應用
- Topic: AI Hosts on TV - AIGV Applications

- 工研院巨量資訊科技中心
- Nvidia Inception Programs: ChoozMo
    1. 除了 LLM 之外，也有 Stable Diffusion 等等的內容
    2. 技術支持、曝光、國際連結、運算資源

- 應用市場的挑戰
- 第三代 AI 主播：DeepFake
- Customize a spokesperson for your business
- Text-to-Video 的研究正在進行（Runway, PikaLab）
- Blinking Patterns, 手指

# 講者 3: 李昇達博士 Dr. Sheng-Ta Lee
- 新創與創投夥伴關係經理 Nvidia

- What's the Hype!
- Generative AI Market Size
- Benefits of Generative AI on Various Business
- What is Inception Program
- What kind of startup needs to join Inception Program?
    1. Want to participating in the revolution
    2. Developing AI/GenAI PoCs
    3. AI/GenAI APPs is ready for shipping