Player FM 앱으로 오프라인으로 전환하세요!
들어볼 가치가 있는 팟캐스트
스폰서 후원


Building Multimodal Generative AI Systems: Architecture, Refinement, and Enhancement
Manage episode 432106916 series 3474148
This story was originally published on HackerNoon at: https://hackernoon.com/building-multimodal-generative-ai-systems-architecture-refinement-and-enhancement.
Generative AI systems are built in blocks, each performing a distinct function and interacting with other blocks to achieve a larger goal.
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #generative-ai, #ai, #ai-agent, #multimodal-models, #ai-architecture, #ai-enhancement, #data-augmentation, #ai-integrations, and more.
This story was written by: @tona. Learn more about this writer by checking @tona's about page, and for more stories, please visit hackernoon.com.
Generative AI systems are built in blocks, each performing a distinct function and interacting with other blocks to achieve a larger goal. The rise of Generative Multimodal Models brings up a new perspective of thinking of AI as a system rather than Large Language Models (LLMs) alone.
316 에피소드
Manage episode 432106916 series 3474148
This story was originally published on HackerNoon at: https://hackernoon.com/building-multimodal-generative-ai-systems-architecture-refinement-and-enhancement.
Generative AI systems are built in blocks, each performing a distinct function and interacting with other blocks to achieve a larger goal.
Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #generative-ai, #ai, #ai-agent, #multimodal-models, #ai-architecture, #ai-enhancement, #data-augmentation, #ai-integrations, and more.
This story was written by: @tona. Learn more about this writer by checking @tona's about page, and for more stories, please visit hackernoon.com.
Generative AI systems are built in blocks, each performing a distinct function and interacting with other blocks to achieve a larger goal. The rise of Generative Multimodal Models brings up a new perspective of thinking of AI as a system rather than Large Language Models (LLMs) alone.
316 에피소드
همه قسمت ها
×
1 The Ethics of Local LLMs: Responding to Zuckerberg's "Open Source AI Manifesto" 12:44

1 How to Leverage LLMs for Effective and Scalable Software Development 5:25




1 Building Multimodal Generative AI Systems: Architecture, Refinement, and Enhancement 4:14

1 From Solitude to Connection: Leveraging Self-Knowledge and AI-Powered Partner Selection 7:35



1 Stealth AI Review: The Reliable Undetectable AI Writing Tool 8:51

1 How the AI Boom is Delivering Unprecedented Innovation in SaaS Recruitment 5:20

1 How Generative AI is Opening the Door to a Global Outlook for Businesses 5:56


1 How AI Creates and Spreads Disinformation and What Businesses Can Do About It 7:09

1 These 13 Hidden Open-Source Libraries Will Help You Become an AI Wizard 🧙♂️🪄 11:16

1 Holodeck Heroes: Building AI Companions for the Final Frontier 14:46

1 The Declining Critical Thinking Skills: From Artificial Intelligence to Average Intelligence 14:45

1 DIY Fake News Detector: Unmask misinformation with Recurrent Neural Networks 7:02


1 Seller Inventory Recommendations Enhanced by Expert Knowledge Graph with Large Language Model 19:10

1 AI Safety and Alignment: Could LLMs Be Penalized for Deepfakes and Misinformation? 8:10

1 Generative AI: Expert Insights on Evolution, Challenges, and Future Trends 18:04

1 "I Find Immense Joy in Believing in God's Existence" - Google Gemini 1.5 Pro 1:08:46


1 My Top 4 AI Picks for June 2024: Cool Tools You Should Check Out 4:24

1 Building a Facial Recognition Pipeline with Deep Learning in Tensorflow 9:06

1 Towards the Automation of Book Typesetting: Computational Approaches in Editorial Design 8:31

1 Towards the Automation of Book Typesetting: Acknowledgments and References 22:50

1 Maximizing Log Value with AI: 8 Ways to Revolutionize DevSecOps Monitoring 9:56

1 Exploring Graph RAG: Enhancing Data Access and Evaluation Techniques 13:14

1 The Chosen One: Consistent Characters in Text-to-Image Diffusion Models: Additional Experiments 7:37



1 Google Cloud x Gemini: Accomplish More in the Cloud with Generative AI 15:15


1 Humanizer.org Review: Make AI Content Undetectable for Free 7:08


1 Enhancing Digital Security with AI Image and Video Detectors 9:16

1 How Build Your Own AI Confessional: How to Add a Voice to the LLM 10:46

1 Empathy in AI: Evaluating Large Language Models for Emotional Understanding 12:24


1 Introducing LLM Sandbox: Securely Execute LLM-Generated Code with Ease 3:15




1 Building Advanced Video Search: Frame Search Versus Multi-Modal Embeddings 10:29

1 Learn Generative AI with Google Cloud: New Courses from Introductory to Advanced Level 7:49

1 AI Facilitated Online Sales Forecasted to Reach $9 Trillion by 2030 7:11

1 Building Your AI Radiologist: A Fun Guide to Creating a Pneumonia Detector with VGG16 6:11



1 Does Generative AI Violate the Rights of Authors and Artists? 6:47

1 How Artificial Intelligence Can Make Our Smart Homes, Smarter 12:36

1 Training-Free Neural Matte Extraction for Visual Effects: Abstract and Introduction 7:04


1 Comparison of Machine Learning Methods: Abstract and Introduction 10:08

1 Comparison of Machine Learning Methods: Conclusions and Future Work, and References 22:57

1 How I Built An AI App To Help Busy (Lazy) People Improve Their English Speaking Skills 5:07

1 Build Your Own RAG App: A Step-by-Step Guide to Setup LLM locally using Ollama, Python, and ChromaDB 11:33

1 WildlifeDatasets: an Open-source Toolkit for Animal Re-identification: MegaDescriptor – Methodology 6:48

1 Sentient Labs Raises $85M to Challenge OpenAI, Anthropic and Gemini 2:57


1 Copilots in Modern SaaS: How to Simplify User Journeys With AI 5:33

1 Life in 2100 According to the Most Powerful AI Model Today 30:49



1 A Stable Diffusion 3 Tutorial With Amazing SwarmUI SD Web UI That Utilizes ComfyUI: Zero to Hero 7:04

1 Comparing Kolmogorov-Arnold Network (KAN) and Multi-Layer Perceptrons (MLPs) 11:10

1 Effective Anomaly Detection Pipeline for Amazon Reviews: References & Appendix 18:25


1 Effective Anomaly Detection Pipeline for Amazon Reviews: References & Appendix 18:25


1 Building Chatbots from Scratch: Understanding and Harnessing Large Language Models (LLMs) 5:57

1 How Technology Can Make Stress-Relief More Accessible in the Near Future 5:25


1 Nucleoid: Neuro-Symbolic AI With Declarative Logic - What You Need to Know 6:01


1 On-Device AI Models and Core ML Tools: Insights From WWDC 2024 9:53

1 Win Big in the #decentralize-ai Writing Contest by ICP and HackerNoon 2:46

1 Artists vs. AI: Balancing Innovation with Intellectual Property Rights in Creative Industries 7:43


1 Starting Simple: The Strategic Advantage of Baseline Models in Machine Learning 10:09

1 Understanding Factors Affecting Neural Network Performance in Diffusion Prediction 13:55

1 Analyzing the Performance of Deep Encoder-Decoder Networks as Surrogates for a Diffusion Equation 11:16


1 Championing Human Intelligence: Experts Exchange’s Stand Against AI Monopolies 3:36

1 Simplifying Transformer Models for Faster Training and Better Performance 25:45


1 Simplifying Transformer Blocks without Sacrificing Efficiency 7:00

1 Mastering Perplexity AI: A Beginner's Guide to Getting Started 6:06


1 Towards Automatic Satellite Images Captions Generation Using LLMs: References 4:41

1 Towards Automatic Satellite Images Captions Generation Using LLMs: Abstract & Introduction 6:38


1 Predicting the Future of AI With Moore's Law: When Will It Really Take Over? 9:25

1 You're Using Generative AI Wrong: Stop Cracking Nuts with a Sledge Hammer 12:42

1 AI, Please Wash My Dishes, Let Me Write: A Desperate Plea for Creative Freedom 5:39

1 I Fine-Tuned an LLM With My Telegram Chat History. Here’s What I Learned 10:53



1 Crayon’s Blueprint: Pioneering AI and Cloud Innovations for Transformative Business Efficiency 6:19


1 At the Potomac, Where DC, the Analog Political National Capital, and VC, the Digital Capital, Meet 13:06

1 How I Built a Data Analysis Assistant with BigQuery and Langchain 4:36


1 Do You Have a Digital Twin? - The World of AI Generated Identities 14:08


1 Can Machines Really Understand Your Feelings? Evaluating Large Language Models for Empathy 45:00



1 Effortless 2D-Guided, 3D Gaussian Segmentation: Related Work 5:53


1 $10M for Founders, AI Agents, and More. Plus, Can AI Outperform Human Therapists? 13:25

1 How To Use Target Encoding in Machine Learning Credit Risk Models – Part 1 6:53


1 Why Quadratic Cost Functions Are Ineffective in Neural Network Training 8:12


1 Syntax Error-Free and Generalizable Tool Use for LLMs: Abstract and Intro 7:14

1 Leveraging Natural Supervision: Appendix A - Appendix to Chapter 3 10:53


1 Beyond the Answer Box: How AI Overviews Impact Search and Content 9:14

1 LLMs Cannot Find Reasoning Errors, but They Can Correct Them! 6:30



1 As Healthcare AI Advances, How Do we Balance the Benefits With Privacy Concerns? 5:12

1 Lessons From Next-Gen Social: Strategies for User-Centric AI Deployment 12:03


1 I Asked the Mixtral LLM a Question About AGI. This was the Shocking Response. 16:07


1 OpenAI's Latest Controversy: Scarlett Johansson Takes Legal Action for Unauthorized Voice Use 4:12

1 The Transformer Algorithm with the Lowest Optimal Time Complexity Possible 27:27

1 Top 20 Image Datasets for Machine Learning and Computer Vision 4:50

1 How to Bypass Turnitin AI Detection: 10 Tips for Undetectable Writing 8:25


1 Revamping Long Short-Term Memory Networks: XLSTM for Next-Gen AI 10:45

1 The Capabilities of Large Language Models: Hacking or Helping? 14:48

1 Artificial Intelligence: Concerns and Opportunities in a Flourishing Digital Society 4:43


1 Human Touch vs. Machine Precision: Debating the Role of AI in Content Creation 6:25


1 New Multi-LLM Strategy Boosts Accuracy in Sentiment Analysis 6:44

1 Enhance Sentiment Analysis with Role-Flipping Multi-LLM Negotiation 31:01



1 Assessing the Interpretability of ML Models from a Human Perspective 11:21



1 Feature Engineering for Machine Learning Models: Everything You Need to Know 19:36

1 Generative AI Clash: OpenAI’s Emotional AI vs. Google’s Enhanced Search 4:34

1 A Novel Method for Analysing Racial Bias: Appendix: Toxicity Measurement 1:51

1 A Novel Method for Analysing Racial Bias: Collection of Person Level References: Analysis and Result 8:16

1 Neural Network for Valuing Bitcoin: Abstract and Introduction 11:31

1 Neural Network for Valuing Bitcoin: Numerical Results, Implementation and Discussion 23:23


1 Could Stubborn Inflation Cause the Generative AI Bubble to Finally Burst on Wall Street? 7:05

1 Adaptive Graph Neural Networks for Cosmological Data Generalization: Abstract and Intro 4:50

1 BlackRock's Larry Fink on Social Challenges in Human-Machine Substitution 3:19

1 Using Free AI Tools to Create a 100% Automated Youtube Shorts Channel 9:39

1 ChatGOP? Bring on the AI Suffrage Movement and meanwhile... Taylor Swift For President! 5:51

1 A Cinematic Tutorial on How to Work With Artificial Intelligence 8:36

1 Simple Wonders of RAG using Ollama, Langchain and ChromaDB 10:12

1 AI in Social Media: Ethical Considerations of AI and Algorithms in Shaping Social Media Interactions 9:04

1 Backpropagation - The Most Fundamental Training Systems Algorithm in Modern Generative AI 18:30

1 Enhancing Chemistry Learning with ChatGPT, Bing Chat, Bard, and Claude as Agents-to-Think-With 9:51



1 Why Integrating Low Resource Languages Into LLMs Is Essential for Responsible AI 6:44



1 Will AI Be the End of Programmers? What Happens to the IT Industry? 8:53

1 Portfolio Management: All The Ways AI Is Transforming Modern Asset Strategies 14:38

1 What Are SEIPs? The New Way Engineering Leaders Measure Successful AI Adoption 7:09

1 AI Is Changing How Developers Learn: Here’s What That Means 9:15




1 Audio Handling Basics: Process Audio Files In Command-Line or Python 14:55





1 The Digital Duumvirate: Exploring a Potential Synergy Between Blockchain Technology and AI 9:41



1 How AI Bots Code: Comparing Bing, Claude+, Co-Pilot, GPT-4 and Bard 5:52

1 Decoding the Future: 50 AI Statistics Highlighting Marketing's Transformation In 2023 9:40


1 I Conducted Experiments With the Alpaca/LLaMA 7B Language Model: Here Are the Results 18:07

1 Introducing Drag Your GAN: Drag Objects to Create New Images 2:11





1 What is One Hot Encoding? Why and When Do You Have to Use it? 2:53

1 The Role of Artificial Intelligence in Education: Transforming Learning Experiences 6:50


1 AI in Warfare: OpenAI's Policy Shift Regarding Military Usage of Its Tools 4:35

1 How to Build a Text Summarizer with Gradio and Hugging Face Transformers 3:47




1 How AI Is Impacting The Quality Care and Client Acquisition in Home Cares 5:06

1 The Alignment Ceiling: Objective Mismatch in Reinforcement Learning from Human Feedback 6:21

1 Objective Mismatch in Reinforcement Learning from Human Feedback: Acknowledgments, and References 9:23

1 BYOK (BringYourOwnKey) in Generative AI is a Double-edged Sword 7:23

1 PrivateGPT for Book Summarization: Testing and Ranking Configuration Variables 23:13

1 Table-driven Prompt Design: How to Enhance Analysis and Decision Making in your Software Development 10:38

1 The Role of Generative AI in Helping E-commerce Businesses Create Product Catalogs on Autopilot 11:04



1 How NVIDIA’s Latest AI Creations at CES2024 Redefine How We Live, Work And Play 4:22


1 The Ultimate Resource Guide for Active Inference AI | 2024 Q1 9:19

1 Nice to Meet You! Speeding up Developer Onboarding with LLMs and Unblocked 6:01


1 Using ChatGPT to be More Productive: 100 Days of AI - Day 4 5:42


1 Run Llama Without a GPU! Quantized LLM with LLMWare and Quantized Dragon 15:02

1 ControlNet: Changing The Image Generation Game with Precise Spatial Control 9:27



1 Need More Relevant LLM Responses? Address These Retrieval Augmented Generation Challenges 13:24

1 How to Integrate Artificial Intelligence as an Integral Member of Your Team 5:09

1 Querying News Articles Via a Streamlit App Using OpenAI, Langchain, and Qdrant DB 6:24



1 A Conversation with Picatrix Picori — The Manga-Style AI Illustrator 26:35

1 Error 404! Problems Organizations Need To Avoid When Implementing Artificial Intelligence 13:29







1 How to Use an Uncensored AI Model and Train It With Your Data 3:26

1 Gemini - A Family of Highly Capable
Multimodal Models: Evaluation 25:22

1 Gemini - A Family of Highly Capable Multimodal Models: Discussion and Conclusion, References 59:52

1 How AI Can Be Used to Curb Workplace Injuries for a Safer Tomorrow 8:37

1 Decoding the Algorithm: The Ethics of Data Analysis in AI Decision-Making 11:11

1 Fairness in AI: Navigating Complex Ethical AI Dilemmas with Beena Ammanath 5:24



1 The AI Landscape With Jerry Liu: Bridging RAG Systems, Documentation, and Multimodal Models 2:34



1 Corporate Lending - The Impact of Artificial Intelligence and Data Analytics on Financial Services 13:15

1 Jobpocalypse Now: Neural Networks and the End of Employment 3:01

1 A Tutorial On How to Build Your Own RAG and How to Run It Locally: Langchain + Ollama + Streamlit 6:18

1 LinkedIn's Skills Graph: Paving the Way for the Skills-First Economy with AI and Ontology 14:09


1 Beyond Credit Scores: Exploring the Potential of Verifiable Models in Diverse Industries 9:54


1 AI's Environmental Impact: Balancing Technological Advancements with Sustainability 5:19

1 An Industry in the Midst of a Frenzy: Which Firms Will Drive 2024’s Generative AI Boom? 7:31


1 From AI-Powered Trading To Regulation and Compliance: What Does 2024 Look Like for Investment Tech? 13:06




1 A Close-Up Look at Artificial General Intelligence and Its Mechanisms 7:31

1 Choice Dynamics: 5 Benefits of Decision Support Systems for Enterprises in 2024 9:54

1 Cloud Empowerment: How AI and ML Are Reshaping Healthcare's Financial Backbone 5:09

1 Is AI Really Taking Your Job?: The Answer Is More Nuanced Than You Think 4:29

1 Unleashing the Power of JavaScript in Artificial Intelligence 3:43

1 Rick Rubin and the Human Touch: Can AI Replace Human Instinct? 7:13

1 The Digital Antichrist—Part 1/3: Did ChatGPT Produce the First Non-organic Intelligence? 10:08

1 Early Santa Claus Rally on Wall Street Opens Door to Fresh Generative AI Investing Opportunities 6:16

1 7 Machine Learning Repos That The Top 1% Use and Don't Want You to Know About 7:52

1 How to Partner With AI to Improve Your Human-First Workflow 5:36

1 Only Time Can Defeat Your ChatGPT-loving Office Employees 11:11

1 Breaking Down Stable Video Diffusion: The Next Frontier in AI Imaging 2:19

1 How the Artificial Intelligence Boom is Taking Data Aggregation to the Next Level 5:18

1 From AI Assistants to Code Wizards: Can Reinforcement Learning Outcode GPT Models? 5:14


1 On OpenAI Failed Board Coup of Sam Altman & the Danger of Leaving AI Fate in the Hands of a Few 9:36

1 Can I Build a Generative AI Demo to Help Me Win Big in Vegas? 5:59

1 Chronological Feed: Sam Altman Fired by OpenAI Board & Hired By Microsoft CEO Satya Nadella (maybe) 7:37


1 How to Train Your Own Private ChatGPT Model for the Cost of a Starbucks Coffee 17:19

1 I Owe OpenAI $5,000 Dollars and Might Lose Access to My Main Tool of Work 0:52


1 Facial Computing: A Brief History, and the Promising Future, of Personal XR 17:31




1 How to Build a Customer Support Chatbot with LangChain and DeepInfra: A Step-by-Step Guide 5:03





1 The Enigma of Consciousness in the Realm of Artificial Intelligence: A Multidisciplinary Perspective 9:54

1 AI's Invisible Eye: Your Privacy on the Line in the Digital Age 5:07

1 Zain Kahn: Here's How to Boost Your Productivity Using ChatGPT 0:53

1 The Radio Host and Live-Stream Industry: Poised for GPT Disruption 7:38

1 I Pivoted my Startup Into an AI Company and You Should Do the Same — Here's How 10:35

1 Prompt Engineering 101 - I: Unveiling Principles & Techniques of Effective Prompt Crafting 25:37

1 Oversight of AI: Rules for Artificial Intelligence with Sam Altman 2:10:39

1 This AI Can Translate Any Input Into Any Output: Here's Why It's a Big Deal 7:24

1 Buying Into the AI Boom: Should Investors Brace Themselves for a Tech Stock Bull Run? 6:52

1 Unlocking Endless Possibilities with GPT-4: My Journey from Study Plans to a Multitude of Apps 7:43




1 How to Hack Video Content Translation With AI and Voice Cloning 6:49



1 6 in 10 Users Advocate Pay for Our Contributions to AI Training Data 5:40

1 4 Ways Scrum Masters Can Leverage AI Today & the Tools They Can Use to Do So 7:26

1 Developer Advocate at OpenAI Explains How to Best Use GPT and ChatGPT 2:23


1 The Robots Will Probably Take Our Jobs, but Should We Really Be Worried? 7:16

1 AI Is a More Urgent Threat to the World Than Climate Change 🌡️ 5:43

1 4 IaC Services For Your ML Infrastructure All MLOps Leaders Should Know 3:52


1 NVIDIA's Perfusion AI Model Takes Text-to-Image Generation to the Next Level 1:36
플레이어 FM에 오신것을 환영합니다!
플레이어 FM은 웹에서 고품질 팟캐스트를 검색하여 지금 바로 즐길 수 있도록 합니다. 최고의 팟캐스트 앱이며 Android, iPhone 및 웹에서도 작동합니다. 장치 간 구독 동기화를 위해 가입하세요.