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Apply AI like a Pro
United States
Приєднався 27 сер 2022
Trained as a social scientist with little programming experience, I know the barriers for a non-technical person to learn AI: monster math equations in textbooks, lines after lines of code with little explanation, broken or half-finished code in online tutorials that never runs, the daunting gap from textbook toy examples to real-world applications…
I create this channel to precisely addressing those barriers. Each video is a complete, self-contained project that applies AI (machine or deep learning) to solve a practical, real-world problem. Unique features include:
•\tUse customized, real-world datasets instead of preloaded, toy datasets
•\tHands-on, step-by-step applications of state-of-the-art AI models
•\tThorough explanations of each line of code in the video
•\tDetailed annotations for each line of code in the file
•\tThe file containing all code can be downloaded and run in Google Colab instantly, error-free
•\tThe file serves as a reusable template for similar applications
I create this channel to precisely addressing those barriers. Each video is a complete, self-contained project that applies AI (machine or deep learning) to solve a practical, real-world problem. Unique features include:
•\tUse customized, real-world datasets instead of preloaded, toy datasets
•\tHands-on, step-by-step applications of state-of-the-art AI models
•\tThorough explanations of each line of code in the video
•\tDetailed annotations for each line of code in the file
•\tThe file containing all code can be downloaded and run in Google Colab instantly, error-free
•\tThe file serves as a reusable template for similar applications
Simple and Efficient ways towards AI Alignment
Content summary:
This talk provides a concise overview of alignment methods, featuring the DPO (Direct Preference Optimization) Algorithm and its variants. It explores the training process of LLMs with insights from a mathematical perspective. Additionally, it introduces LLaMA-Factory, an open-source tool for training LLMs, and demonstrates its potential by building a Medical-QA chatbot.
Hashtags: #artificialintelligence #machinelearning #deeplearning #python #pythonprogramming #pythontutorial #aitutorial #coding #neuralnetworks #neuralnetwork #pytorch #computervision #nlp #naturallanguageprocessing #scikitlearn
This talk provides a concise overview of alignment methods, featuring the DPO (Direct Preference Optimization) Algorithm and its variants. It explores the training process of LLMs with insights from a mathematical perspective. Additionally, it introduces LLaMA-Factory, an open-source tool for training LLMs, and demonstrates its potential by building a Medical-QA chatbot.
Hashtags: #artificialintelligence #machinelearning #deeplearning #python #pythonprogramming #pythontutorial #aitutorial #coding #neuralnetworks #neuralnetwork #pytorch #computervision #nlp #naturallanguageprocessing #scikitlearn
Переглядів: 55
Відео
ChatGPT Pro’s 30-Minute Deep Dive: Gary Becker’s Economic Model of Extramarital Affairs Expanded
Переглядів 7121 день тому
Proposed Video Description: In this 30-minute walkthrough, we use ChatGPT Pro’s o1 model to dissect and interpret Gary Becker’s renowned economic model of extramarital affairs. Starting from a simple one-period rational choice framework, we expand into multi-period scenarios, consider endogenous mitigation strategies, and incorporate age-related factors, all guided by the power of cutting-edge ...
Evaluating OpenAI’s O1 Model: ChatGPT+ vs. ChatGPT Pro - Is the Upgrade Worth It?
Переглядів 36928 днів тому
OpenAI has recently released its groundbreaking O1 model, delivering a significant boost in reasoning capabilities. Alongside the familiar ChatGPT subscription at $20 per month, OpenAI now offers a premium ChatGPT Pro tier priced at $200 per month, providing unlimited access to the O1 model and its advanced O1 Pro variant. With such a wide price gap, how do these options compare, and is the Pro...
AI and Music: Technology, Creativity, and the Future of Art
Переглядів 35Місяць тому
Content summary: This presentation examines how AI transforms music composition, featuring tools like SUNO to generate music from simple prompts. It compares traditional methods with AI-driven processes, explaining technologies like Transformers and Diffusion Models. Benefits such as accessibility and innovation are contrasted with limitations like emotional depth and ethical issues. Highlighti...
Add Memory to Chatbot and RAG Using Langchain
Переглядів 223Місяць тому
Content summary: This tutorial shows you various ways you can add memory to your chatbot or retrieval-augmented generation (RAG) pipelines using LangChain. Examples include adding session-specific chat history, trimming chat history, summarizing chat history, filtering chat history, adding chat history to prompt-LLM chain, and adding chat history to RAG pipeline. Code used in this video can be ...
Build Various Retrieval-Augmented Generation (RAG) Pipelines Using LangChain (Part 2)
Переглядів 111Місяць тому
Content summary: This lecture comprehensively covers the use of LangChain to build powerful retrieval augmented-generation (RAG) applications in Python. The code used in this video can be downloaded from GitHub: github.com/DreamJarsAI/Apply-AI-like-a-Pro/blob/main/Chap3-RAG.ipynb Hashtags: #langchain #retriver #llm #largelanguagemodels #largelanguagemodel #llms #artificialintelligence #machinel...
Build Various Retrieval-Augmented Generation (RAG) Pipelines Using LangChain (Part 1)
Переглядів 144Місяць тому
Content summary: This lecture comprehensively covers the use of LangChain to build powerful retrieval augmented-generation (RAG) applications in Python. The code used in this video can be downloaded from GitHub: github.com/DreamJarsAI/Apply-AI-like-a-Pro/blob/main/Chap3-RAG.ipynb Hashtags: #langchain #retriver #llm #largelanguagemodels #largelanguagemodel #llms #artificialintelligence #machinel...
Load, Chunk, Embed, and Index Documents Using LangChain
Переглядів 1462 місяці тому
Content summary: Demonstrate how to load, chunk, embed, and index documents to create a vector store using LangChain Code used in this video can be downloaded from GitHub: github.com/DreamJarsAI/Apply-AI-like-a-Pro/blob/main/Chap2-Indexing.ipynb Hashtags: #langchain #artificialintelligence #machinelearning #deeplearning #python #pythonprogramming #pythontutorial #aitutorial #coding #neuralnetwo...
OpenAI's Swarm for Multi-agent Orchestration
Переглядів 2242 місяці тому
Content summary: Showcase several examples using Python on how you can use OpenAI's Swarm for multi-agent orchestration, such as creating two agents discussing the solution to a problem, creating two debaters and a judge, and creating a supervisor who can assign tasks to agents based on each agent's specialty. Code used in this video can be downloaded from GitHub: github.com/DreamJarsAI/Apply-A...
LangChain Lecture 1: Large Language Models, Prompt Templates, and Basic Chain Building
Переглядів 2272 місяці тому
Content summary: This is the first of a series of lectures that comprehensively cover the use of LangChain to build powerful retrieval augmented-generation (RAG) applications in Python. The code used in this video can be downloaded from GitHub: github.com/DreamJarsAI/Apply-AI-like-a-Pro/blob/main/Chap1-LLM-Fundamentals.ipynb Hashtags: #langchain #retriver #llm #largelanguagemodels #largelanguag...
Write Effective ChatGPT Prompts to Boost Research Productivity Part 2
Переглядів 834 місяці тому
Are you ready to boost your research productivity by 50% or even more? With ChatGPT, it is getting very real! Our first session of the two-part series drew in over 80 participants on Zoom and over 200 viewers on the UA-cam live stream, and now we’re back with even more tips and tricks to help you maximize your research potential. Don’t miss out on this chance to learn how ChatGPT can help strea...
Write Effective ChatGPT Prompts to Boost Research Productivity Part I
Переглядів 1314 місяці тому
Are you ready to take your research productivity to new heights? Join us for an exhilarating Open Classroom talk on Thursday from 12:30pm to 1:30pm, where we'll uncover the secrets of "Write Effective ChatGPT Prompts to Boost Research Productivity"! 🔥 Unleash the Power of ChatGPT 🔥 Discover the phenomenal capabilities of ChatGPT, the world's most knowledgeable AI assistant, and learn how it can...
Super intelligence, Frankenstein, and Post humanism AI Ethics Beyond Data and Algorithmic Bias
Переглядів 295 місяців тому
Moving beyond the contemporary debates centering on data and algorithmic bias, join Ruopeng An as he discusses the philosophical and practical issues concerning AI ethics in the future. Do AI's have sentience or awareness, and if so, do we want/need to treat AI's as moral agents and offer them rights? How can we learn to coexist with AI (super)intelligence? Do we have a "third way” besides tech...
Applications of AI and Big Data Analytics in Obesity Research
Переглядів 465 місяців тому
The obesity epidemic has become a global public health issue. As artificial intelligence (AI) technologies profoundly transform our world, how can AI help promote a healthier lifestyle and prevent unhealthy weight gain? I will introduce our recent research projects that apply AI and big data analytics in obesity prevention and health promotion. Some project highlights are: • A scoping review of...
Artificial Intelligence Implications for Social Equity and Bias
Переглядів 405 місяців тому
Moving beyond the contemporary debates centering on data and algorithmic bias, this talk discusses the philosophical and practical issues concerning AI ethics in the future. Do AIs have sentience/awareness, or does that matter? Do we want/need to treat AIs as moral agents and offer them rights? Whether and how could we coexist with AI (super)intelligence? Do we have a “third way” besides techno...
Artificial Intelligence Applications, Promises, Pitfalls, and Misperceptions
Переглядів 205 місяців тому
Artificial Intelligence Applications, Promises, Pitfalls, and Misperceptions
Artificial Intelligence Applications in Health and Social Sciences with Ruopeng An
Переглядів 556 місяців тому
Artificial Intelligence Applications in Health and Social Sciences with Ruopeng An
Bridging Bytes & Bonds The AI Transformation in Social Work
Переглядів 156 місяців тому
Bridging Bytes & Bonds The AI Transformation in Social Work
Projecting the Impact of COVID 19 Pandemic on Childhood Obesity in the U.S. A Microsimulation Model
Переглядів 106 місяців тому
Projecting the Impact of COVID 19 Pandemic on Childhood Obesity in the U.S. A Microsimulation Model
Be an Interdisciplinary Data Scientist Where to Start and How to Succeed
Переглядів 446 місяців тому
Be an Interdisciplinary Data Scientist Where to Start and How to Succeed
Reimagining Qualitative Research with Generative AI
Переглядів 667 місяців тому
Reimagining Qualitative Research with Generative AI
Validate & Standardize LLM Output with Guardrails-AI
Переглядів 5947 місяців тому
Validate & Standardize LLM Output with Guardrails-AI
Lord of the Retrievers (LOTR) in 20 Minutes
Переглядів 1287 місяців тому
Lord of the Retrievers (LOTR) in 20 Minutes
Master OpenAI's DALL.E API In 20 Minutes
Переглядів 1657 місяців тому
Master OpenAI's DALL.E API In 20 Minutes
A Gentle Introduction to Genetic Algorithms with Python and DEAP
Переглядів 2,3 тис.8 місяців тому
A Gentle Introduction to Genetic Algorithms with Python and DEAP
Learn Hands-on Skills to Minimize Hallucinations in AI-Generated Content
Переглядів 1048 місяців тому
Learn Hands-on Skills to Minimize Hallucinations in AI-Generated Content
Use of Advanced RAG to Improve Fact-Checking Ability of Large Language Model
Переглядів 4008 місяців тому
Use of Advanced RAG to Improve Fact-Checking Ability of Large Language Model
Introduction to Evolutionary Algorithms
Переглядів 5868 місяців тому
Introduction to Evolutionary Algorithms