Data Science Dojoの動画一覧です。 https://ml.streamdb.net/videos-rss/c/UCzL_0nIe8B4-7ShhVPfJkgw Thu, 18 Jul 24 02:00:00 +0900 https://ml.streamdb.net/timelines/v/vdK6TpFJyA8 Thu, 18 Jul 24 02:00:00 +0900 Mastering Data Science: The Impact of LLMs As technology progresses, the synergy between foundational data science principles and the capabilities of LLMs grows increasingly significant. This live session aims to spotlight the essential skills data scientists require to adapt and excel amidst these evolving dynamics. Through practical demonstrations, Srik Gorthy, Senior Data Scientist at Bytedance Inc., will underscore the enduring relevance of data science fundamentals and elucidate the symbiotic relationship between traditional data science skills and the innovative applications of large language models, unveiling their combined influence on shaping the future of this field. Takeaways: 🔹Learn how LLMs are changing data science and why data science is still essential 🔹Identify which data science skills are becoming crucial in the LLM era 🔹Understand how combining data science techniques with LLMs can enhance your strategic planning 🔹Discover which tasks LLMs can automate and which ones they can’t, through practical examples https://ml.streamdb.net/timelines/v/L5CR-k2ROu4 Thu, 27 Jun 24 02:00:00 +0900 Tokenization in NLP: From Basics to Advanced Techniques Tokenization stands at the forefront of teaching machines to interpret human language. It's the critical step that allows algorithms to navigate the intricacies of our communication. In our upcoming live talk, Suman Debnath, Principal Developer Advocate for Machine Learning at Amazon Web Services, will dive deep into this foundational element, sharing how it enables machines to decode and process human speech through the lens of natural language processing (NLP). Explore vital processes that bridge human communication with artificial intelligence, enhancing your understanding of NLP's foundational techniques and their implications for the future of technology. Key Takeaways: 🔹 Understand tokenization's impact on language models 🔹 Learn text splitting for deeper analysis 🔹 Explore Byte Pair Encoding's efficiency 🔹 Discover sliding windows for better training data 🔹 Learn about converting tokens into vectors https://ml.streamdb.net/timelines/v/qV8YQSauVTU Thu, 13 Jun 24 02:00:00 +0900 Generative AI: Comparing DSF and RAG Techniques In a rapidly evolving digital landscape, businesses are increasingly turning to generative AI to transform their operations and elevate user experiences. Imagine stepping into the role of a decision-maker faced with the challenge of navigating a vast sea of data. By utilizing the right AI tools, one can create intelligent responsive interfaces that not only understand but anticipate needs across various domains like banking, legal, and medical. Join us as we delve into Domain-Specific Finetuning (DSF) and Retriever-Augmented Generation (RAG). This webinar will offer a panoramic view of how these methodologies enhance AI applications and set new standards in efficiency and accuracy. Key insights include: 🔹Introduction to how generative AI is being integrated into sectors like banking, legal, and medical to streamline operations and improve service delivery 🔹Detailed examination of the two primary methods for implementing generative AI, focusing on their functions, benefits, and optimal use cases 🔹Insight into cutting-edge techniques such as RAFT and comparisons of Llama2-7B with state-of-the-art models like GPT-4 https://ml.streamdb.net/timelines/v/BdDPpnb3Lsc Thu, 06 Jun 24 01:00:00 +0900 Securing AI Systems The future is powered by AI, but is its security assured? This pivotal question forms the cornerstone of our upcoming webinar, focusing on the critical need to strengthen AI systems. As AI increasingly impacts our daily lives and future opportunities, ensuring the integrity of its systems becomes essential. This live talk promises to be a turning point, emphasizing the importance of robust security measures across the entire spectrum of AI, from development to implementation. Led by Dr. Sumi Singh, Founder and CEO of Generative AI Labs, this webinar aims to equip AI engineers and leaders with actionable strategies and insights to implement foundational security measures. What you'll learn: - Master advanced techniques to protect AI data. - Implement strategies to fortify the engineering workflow. - Cultivate a security-first mindset in AI development. https://ml.streamdb.net/timelines/v/QFho0a38lKw Thu, 30 May 24 03:00:00 +0900 10 Challenges in Building RAG-Based LLM Applications RAG stands at the forefront of custom LLM applications, providing solutions to the ever-changing landscape of knowledge. However, navigating its complexities is crucial. Join us in our upcoming live talk, “10 Challenges in Building Retrieval Augmented Generation (RAG)”, as we explore the benefits, challenges, and top implementation hurdles of RAG-based LLM applications. Discover the ten most common challenges developers face, spanning technical intricacies and governance concerns, and gain practical strategies for successful RAG-based LLM implementation. Key Takeaways: - Learn about RAG's importance in custom LLM apps for dynamic knowledge - Explore benefits, challenges, and top implementation hurdles - Identify 10 common challenges, spanning technical and governance issues - Gain practical strategies for successful RAG-based LLM implementation https://ml.streamdb.net/timelines/v/c7osr__qlos Thu, 23 May 24 01:00:00 +0900 LangGraph & Langchain: Revolutionizing Information Access Discover how LangGraph & Langchain are reshaping the way we access information! As we stand on the brink of a new era in digital information management, LangGraph & Langchain offer a comprehensive solution for seamless information access and exploration. This live event dives deep into the potential of LangGraph and Langchain, designed to revolutionize the way we interact with the vast universe of knowledge. Key takeaways: • Gain a deep understanding of how LangGraph offers clarity in structuring information. • Learn about the cutting-edge methods enabled by Langchain for connecting diverse data sources, facilitating a more cohesive and accessible information landscape. • Find out how LangGraph and Langchain can enhance user access and drive industry transformation. https://ml.streamdb.net/timelines/v/xDa-sL6hfDU Fri, 17 May 24 03:00:00 +0900 Large Language Models Bootcamp Information Session 🚀Transform your data strategies with our upcoming Large Language Models Bootcamp! Join us for an engaging information session where we unveil the exciting details of our upcoming 5-day in-person Bootcamp. ➡ What to Expect During the Information Session: • Overview of the bootcamp structure and agenda. • In-depth exploration of the core topics covered. • Insight into hands-on projects and real-world applications. • Meet the expert trainers and learn about their experiences. ➡ Who Should Attend? Whether you're an AI enthusiast, a tech professional, a creative thinker, or simply someone eager to explore the possibilities of large language models, this event is tailored for you. We look forward to meeting you! https://ml.streamdb.net/timelines/v/QskRkkhYy04 Thu, 16 May 24 03:00:00 +0900 Build Your Own AI Coding Assistant with Vision GPT Discover how Vision GPT is revolutionizing the world of AI coding assistants. In our upcoming webinar, we'll delve into the pivotal role of Vision GPT within the Large Language Models (LLMs) and how it's reshaping the landscape of code development. With its exceptional capacity to comprehend both text and visual content, Vision GPT opens up endless possibilities for enhancing coding creativity and efficiency. What to Expect: - Understanding Vision GPT - Mastering Prompt Engineering Techniques - Live demo: Build AI Coding Assistant Streamlit App https://ml.streamdb.net/timelines/v/e7yXPsDdOEU Thu, 09 May 24 01:00:00 +0900 Low-Rank Adaptation (LoRA) - Enhancing Fine-Tuning Efficiency Ever wonder how AI professionals can utilize LoRA to optimize fine-tuning, minimize resources, and adapt models for diverse tasks effectively? Join Danny Butvinik, as he explores the essentials of LoRA and Singular Value Decomposition (SVD), their differences, and real-world applications. Learn about LoRA's selective parameter updates for improved efficiency and how it preserves model integrity while reducing overfitting risks. Gain practical insights into adapting models across various tasks with minimal computational overhead, making your AI projects more efficient and adaptable. Key Takeaways: - Master fine-tuning optimization with LoRA's selective parameter updates. - Preserve model integrity while adapting to specific tasks. - Harness LoRA's flexibility to cater to various model sizes and tasks. - Streamline the fine-tuning process and reduce computational overhead for enhanced efficiency. https://ml.streamdb.net/timelines/v/QXz7iIfxfEw Fri, 03 May 24 03:00:00 +0900 Large Language Models Bootcamp Information Session 🚀Transform your data strategies with our upcoming Large Language Models Bootcamp! Join us for an engaging information session where we unveil the exciting details of our upcoming 5-day in-person Bootcamp. What to Expect During the Information Session: • Overview of the bootcamp structure and agenda. • In-depth exploration of the core topics covered. • Insight into hands-on projects and real-world applications. • Meet the expert trainers and learn about their experiences. Who Should Attend? Whether you're an AI enthusiast, a tech professional, a creative thinker, or simply someone eager to explore the possibilities of large language models, this event is tailored for you. We look forward to meeting you! https://ml.streamdb.net/timelines/v/EdCcT9_xB98 Thu, 25 Apr 24 04:39:57 +0900 Data Science & Engineering Essentials: Must-Have Skills for Entry-Level Jobs (Ft. Industry Experts) Dreaming of a career in data science or data engineering? This video is your one-stop guide to the technical skills you'll need to land that dream entry-level job! Join our panel of industry experts as they unpack the essential programming languages, mathematical foundations, data-wrangling techniques, and data analysis tools you need to master. Whether you're a complete beginner or looking to brush up on your skills, this panel discussion is packed with valuable insights from experienced professionals. Watch the full Data Science Roadmap Panel discussion here: https://youtu.be/Z6pM_uUeKwk 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #datascience #job #careergoals #datascientist #dataengineering #generativeai #entryleveljobs #datascience #job #careergoals #datascientist #dataengineering #generativeai #entryleveljobs https://ml.streamdb.net/timelines/v/6n_Va_n8nwM Thu, 25 Apr 24 01:00:00 +0900 Hallucination-Free LLMs: Strategies for Monitoring and Mitigation The talk will cover why and how to monitor LLMs deployed to production. We will focus on the state-of-the-art solutions for detecting hallucinations, split into two types: 1. Uncertainty Quantification 2. LLM self-evaluation In the Uncertainty Quantification part, we will discuss algorithms to leverage token probabilities to estimate the quality of model responses. This includes simple accuracy estimation and more advanced methods for estimating Semantic Uncertainty or any classification metric. In the LLM self-evaluation part, we will cover using (potentially the same) LLM to quantify the quality of the answer. We will also cover state-of-the-art algorithms such as SelfCheckGPT and LLM-eval. You will build an intuitive understanding of the LLM monitoring methods, their strengths and weaknesses, and learn how to easily set up an LLM monitoring system. https://ml.streamdb.net/timelines/v/wiSI_pTINts Wed, 24 Apr 24 03:00:32 +0900 Are bigger LLM context windows better? Find out now! Curious about the Curse of Dimensionality, Context Window Paradox, Lost in the Middle Problem in LLMs, and more? Catch Jerry Liu, Co-founder and CEO of LlamaIndex, and Raja Iqbal, CEO and Chief Data Scientist at Data Science Dojo, simplifying these complex topics for you. Tune in to our podcast now! https://www.youtube.com/watch?v=k15MX6aBOpM Learn more about Data Science Dojo here: https://datasciencedojo.com/data-science-bootcamp/ Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #llms #rag #finetuning #chatgpt #llamaindex #data #podcast #technology #generativeai #ai #llms #rag #finetuning #chatgpt #llamaindex #data #podcast #technology #generativeai #ai https://ml.streamdb.net/timelines/v/UPVtVK1i2LM Fri, 19 Apr 24 03:03:51 +0900 Use of Generative AI in Healthcare! #generativeai #healthcare Imagine AI as a superhero sidekick for doctors, not a replacement. Learn from Francesca Lazzeri on how Generative AI is revolutionizing healthcare! From spotting diseases earlier to tailoring treatments, Generative AI is becoming a powerful ally in healthcare, helping doctors deliver better care and improve patient outcomes. Watch the full YouTube video here: https://youtu.be/0Jd0BWbSixg #GenerativeAI #HealthcareHeroes #TheFutureIsHere Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #generativeai #LLMs #datascience #healthcare #data #ai #openai #LargeLanguageModel #generativeai #LLMs #datascience #healthcare #data #ai #openai #LargeLanguageModel https://ml.streamdb.net/timelines/v/uplALCDuDws Fri, 19 Apr 24 03:00:00 +0900 Large Language Models Bootcamp- Information Session Learn how to confidently deploy LLM-powered applications on any dataset! Join us for an engaging information session where we unveil the exciting details of our upcoming 5-day in-person Bootcamp. What to Expect During the Information Session: • Overview of the bootcamp structure and agenda. • In-depth exploration of the core topics covered. • Insight into hands-on projects and real-world applications. • Meet the expert trainers and learn about their experiences. Who Should Attend? Whether you're an AI enthusiast, a tech professional, a creative thinker, or simply someone eager to explore the possibilities of large language models, this event is tailored for you. https://ml.streamdb.net/timelines/v/YUpHl7zHs9E Thu, 18 Apr 24 20:00:26 +0900 What are the Best Practices For Version Control in MLOps? #machinelearning #LLM This video explores the crucial concept of version control within the realm of machine learning projects. While machine learning offers exciting possibilities, maintaining project organization is paramount for success. Version control acts as a powerful tool for ensuring seamless collaboration and efficient development. By mastering version control, you equip yourself to build robust, reliable, and high-performing machine learning models. Watch the full YouTube video here: https://youtu.be/1JRcYSoyp8E 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #LLM #MLOps #Machinelearning #datascience #LargeLanguageModel #Versioncontrol #generativeai #LLM #MLOps #Machinelearning #datascience #LargeLanguageModel #Versioncontrol #generativeai https://ml.streamdb.net/timelines/v/b1wUN3YbG5k Thu, 18 Apr 24 17:00:18 +0900 Does large memory always make AI smarter? #podcast #shorts Are bigger LLM context windows necessarily better? Find out the advantages, challenges and their use-cases along with a deep dive into LLMs, RAG, fine-tuning, enterprise adoption and more in detail with our podcast featuring Jerry Liu, Co-founder and CEO of LlamaIndex, and Raja Iqbal, CEO and Chief Data Scientist at Data Science Dojo. Tune in now: https://www.youtube.com/watch?v=k15MX6aBOpM Learn more about Data Science Dojo here: https://datasciencedojo.com/data-science-bootcamp/ Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #RAG #Finetuning #LLM #GenerativeAI #MachineLearning #datascience #RAG #Finetuning #LLM #GenerativeAI #MachineLearning #datascience https://ml.streamdb.net/timelines/v/FcNkX46JM60 Thu, 18 Apr 24 01:00:00 +0900 00:00:00 Introduction 00:23:11 Ladder of Causation 00:42:11 Streams of Causal NLP 00:44:10 CausalBert 00:54:50 Modeling Pipeline - instantiate, train, predict The Battle of Giants: Causal AI vs NLP With over a dozen new papers accepted at NeurIPS 2023, causal inference has exploded in popularity, attracting a large amount of talent and interest from top researchers and institutions including industry giants like Amazon and Microsoft. Text data, with its high complexity, posits an exciting challenge for the causal inference community. In the presentation, we'll review the latest advances in Causal NLP and implement a causal Transformer model to demonstrate how to translate these developments into a practical solution that can bring real business value. All in Python! Key Takeaways: 1. Find out more about the more recent breakthroughs in the world of Causal NLP 2. Learn how to de-confound text using BERT, a neural network-based technique for language processing. 3. Understand the benefits, the applications, and the fundamentals of Causal AI Table of Contents: 00:00 Introduction 23:11 Ladder of Causation 42:11 Streams of Causal NLP 44:10 CausalBert 54:50 Modeling Pipeline - instantiate, train, predict 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 👉 Learn more about Data Science Dojo here: https://datasciencedojo.com/ 👉 Watch the latest video tutorials here: https://tutorials.datasciencedojo.com/ 👉 See what our past attendees are saying here: https://datasciencedojo.com/bootcamp/... -- At Data Science Dojo, we believe data science is for everyone. Our in-person data science training has been attended by more than 8000+ employees from over 2000+ companies globally, including many leaders in tech like Microsoft, Apple, and Facebook. -- 🔗 Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ ----- #CausalInference #NeurIPS2023 #CausalNLP #TextDataAnalysis #CausalAI #artificialintelligence #ai #naturallanguageprocessing #causal #neuralnetwork #neuralnetworks #bert #python #causal inference #nlp #artificial intelligence #neural networks #natural language processing #Causal ai #Python #ai #causal inference #nlp #artificial intelligence #neural networks #natural language processing #Causal ai #Python #ai https://ml.streamdb.net/timelines/v/KiHEI_UJeBs Wed, 10 Apr 24 08:00:15 +0900 ChatGPT Data Security: Overblown Fears or Valid Concerns? Businesses are buzzing about ChatGPT's potential, but security worries are holding some back. While casual users may face minimal risk, companies with sensitive data need to be cautious. Watch our full podcast hosted by Raja Iqbal featuring Jerry Liu, Co-founder and CEO at LlamaIndex, and learn about LLMs, RAG, fine-tuning, enterprise adoption and more in detail: https://www.youtube.com/watch?v=k15MX6aBOpM #podcast #shorts Learn more about Data Science Dojo here: https://datasciencedojo.com/data-science-bootcamp/ Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #chatgpt #generativeai #business #LLM #RAG #finetuning #Llama #chatgpt #generativeai #business #LLM #RAG #finetuning #Llama https://ml.streamdb.net/timelines/v/6yngOJdf1xs Sat, 06 Apr 24 20:00:06 +0900 How do I get Embeddings? #vector #embedding Words as Numbers: Embeddings Explained! Confused computers don't understand words. Embeddings are like secret codes, turning words into numbers computers can grasp. Think of finding similar music or getting product recommendations? Embeddings make it possible! ️ Watch the full video here: https://hubs.la/Q02rTqYK0 #Embeddings #AImagic 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #Vector #Embeddings #Datascience #data #ai #generativeai #LLMs #Vector #Embeddings #Datascience #data #ai #generativeai #LLMs https://ml.streamdb.net/timelines/v/3QbBqYIGnWg Thu, 04 Apr 24 22:00:03 +0900 LLMs got dumber? RAG fixes that! See how AI gets smarter with real-time knowledge. Watch our full podcast here: https://www.youtube.com/watch?v=k15MX6aBOpM #podcast #shorts Learn more about Data Science Dojo here: https://datasciencedojo.com/data-science-bootcamp/ Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ https://ml.streamdb.net/timelines/v/A-H2ck-bOFQ Thu, 04 Apr 24 20:00:12 +0900 RAG or Fine-tuning - which is best? Find out specific use-cases for RAG and fine-tuning to champion your LLMs! Watch our full podcast here: https://www.youtube.com/watch?v=k15MX6aBOpM #podcast #shorts Learn more about Data Science Dojo here: https://datasciencedojo.com/data-science-bootcamp/ Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #RAG #LLM #Datascience #finetuning #podcast #RAG #LLM #Datascience #finetuning #podcast https://ml.streamdb.net/timelines/v/MLCzZTU0PVM Thu, 04 Apr 24 06:24:30 +0900 Is your LLM too generic? Find out fine-tuning use-cases for LLMs. Watch our full podcast here: https://www.youtube.com/watch?v=k15MX6aBOpM #podcast #shorts Learn more about Data Science Dojo here: https://datasciencedojo.com/data-science-bootcamp/ Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #finetuning #RAG #LLM #ai #generativeai #datascience #finetuning #RAG #LLM #ai #generativeai #datascience https://ml.streamdb.net/timelines/v/OCZQUQxQ-Jo Thu, 04 Apr 24 03:00:00 +0900 Vector Databases Explained: Insights, Applications, and Pinecone Tutorial In an era where the complexity and volume of data are exponentially increasing, vector databases are revolutionizing our approach to interacting with and understanding information. Dive into the world of vector databases with our live event "Vector Databases Explained", where we break down the essentials of how these databases work, focusing on the power of embeddings and advanced search techniques. Learn how these elements come together to offer unparalleled insights into the meaning and context behind your search queries. This event isn't just about theory; it's a unique opportunity to gain hands-on experience using Pinecone, a premier platform for crafting vector search solutions. 👉 Key Takeaways: -Gain insights into the mechanics of vector search. -Explore diverse real-world applications across industries. -Get started with Pinecone to build your own powerful search solution. --- 👉 Table of Contents: 00:00 Evolution of Data 7:42 Vector Embeddings 18:15 Vector Databases 26:50 Project with Pinecone ----- 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 🔹 Learn more about Data Science Dojo here: https://datasciencedojo.com/ 🔹 Watch the latest video tutorials here: https://tutorials.datasciencedojo.com/ 🔹 See what our past attendees are saying here: https://datasciencedojo.com/bootcamp/... 🔹 Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ -- At Data Science Dojo, we believe data science is for everyone. Our in-person data science training has been attended by more than 8000+ employees from over 2000+ companies globally, including many leaders in tech like Microsoft, Apple, and Facebook. --- #DataRevolution #VectorDatabases #Pinecone #vector #DataAnalysis #TechTalks #DataScience #MachineLearning #vectors #machinelearningtraining #Pinecone #Data Science #Vector Databases #Search solutions #data analysis #machine learning #Pinecone #Data Science #Vector Databases #Search solutions #data analysis #machine learning https://ml.streamdb.net/timelines/v/k15MX6aBOpM Fri, 29 Mar 24 06:28:33 +0900 Jerry Liu: Generative AI, LLMs, ChatGPT, LlamaIndex, RAG, Entrepreneurship, with Raja Iqbal Welcome to our premier podcast series, Future of Data and AI! About the podcast: Throughout history, we've chased the extraordinary. Today, the spotlight is on AI—a game-changer, redefining human potential, augmenting our capabilities and fueling creativity. Curious about AI and how it is reshaping the world? You're right where you need to be. Our podcast dives deep into the trends and developments in AI and technology, weaving together the past, present and future. We will explore the profound impact of AI on the society, through the lens of the most brilliant and inspiring minds in the industry. Episode 2 - Jerry Liu: Generative AI, LLMs, LlamaIndex, RAG, fine-tuning, enterpreses, entrepreneurship, and society, with Raja Iqbal Are LLMs useful for enterprises? Well, what is the use of a large language model that is trained on trillions of tokens but knows little to nothing about your business. To make LLMs actually useful for enterprises, it is important for them to retrieve company's data effectively. LlamaIndex has been at the forefront of providing such solutions and frameworks to augment LLMs. In this episode, Jerry Liu, Co-founder and CEO of LlamaIndex, joins Raja Iqbal, CEO and Chief Data Scientist at Data Science Dojo, for a deep dive into the intersection of LLMs, data. and entrepreneurship. Jerry walks us through the cutting-edge technologies reshaping the generative AI landscape such as LlamaIndex. He also explores Retrieval Augmented Generation (RAG) and fine-tuning in detail, discussing their benefits, trade-offs, use cases, and enterprise adoption, making these complex tools and topics not just easily understandable but also fascinating. Jerry further ventures into the heart of entrepreneurship, sharing valuable lessons and insights learned along his journey, from navigating his corporate career at tech giants like Apple, Quora, Two Sigma, and Uber, to starting as a founder in the data and AI landscape. Amidst the excitement of innovation, Raja and Jerry also address the potential risks and considerations with generative AI. They raise thought-provoking questions about its impact on society, for instance, whether we're trading critical thinking for convenience. Whether you're a generative AI enthusiast, seasoned entrepreneur, or simply curious about the future, this podcast promises plenty of knowledge and insights for you. Table of Contents: 00:00:00 - Introduction 00:00:23 - Introduction to LlamaIndex 00:08:23 - LlamaIndex vs. LangChain 00:09:57 - Is LlamaIndex focused or an end-to-end RAG-based solution? 00:12:19 - RAG vs fine-tuning and enterprise adoption 00:15:22 - Will RAG become the paradigm of choice in the future? 00:16:48 - LLMs, large context windows, RAG 00:19:00 - Risks of dumping data into ChatGPT 00:20:33 - Paranoia around banning ChatGPT at enterprises 00:22:33 - Access controls in RAG-based solutions 00:25:35 - Best practices for RAG based solutions: What does the future look like? 00:32:54 - Automation in RAG-based solutions 00:39:02 - Are bigger context windows necessarily better? 00:46:28 - Future of LLMs, ensemble techniques, committee of models 00:50:52 - Entrepreneurship and technical leadership 00:57:47 - Marketing at LlamaIndex 00:59:02 - Jerry at Princeton, corporate career and pivot to entrepreneurship 01:10:07 - Generative AI's impact on society 01:14:57 - Exciting generative AI applications 01:16:47 - Exciting developments at LlamaIndex -- At Data Science Dojo, we believe data science is for everyone. Our in-person data science and LLM trainings has been attended by more than 8000+ employees from over 3000+ companies globally, including many leaders in tech like Microsoft, Apple, and Facebook, and we have a community of 900K+ members from all over the world. Learn more about Data Science Dojo here: https://hubs.la/Q02m0frJ0 Learn to build your own custom Large Language Model applications here: https://hubs.la/Q02m0hcz0 Explore our education content including webinars and tutorials here: https://hubs.la/Q02m0j0k0 Subscribe to our LinkedIn Newsletter to stay updated with advancements in AI: https://www.linkedin.com/build-relation/newsletter-follow?entityUrn=7081679689424977920 Connect with Us: https://www.linkedin.com/company/data-science-dojo Follow Us: https://twitter.com/DataScienceDojo and Instagram: https://www.instagram.com/data_science_dojo/ Like Us: https://www.facebook.com/datasciencedojo/ -- #generativeai #ai #artificialintelligence #largelanguagemodels #llm #machinelearning #technology #datascience #society #llamaindex #langchain #rag #finetuning #futureofdataandai #generativeai #ai #artificialintelligence #data #datscience #rag #technology #enterprises #llms #largelanguagemodels #finetuning #society #generativeai #ai #artificialintelligence #data #datscience #rag #technology #enterprises #llms #largelanguagemodels #finetuning #society https://ml.streamdb.net/timelines/v/OpytdKYoULw Fri, 29 Mar 24 03:00:00 +0900 Large Language Models Bootcamp- Information Session Are you interested in building custom Large Language Models (LLMs) on your enterprise data? Join us for a live information session where we'll unveil details about our upcoming Large Language Models Bootcamp. Gain valuable insights, ask questions, and interact with instructors as we reveal exciting details. Online version launching soon! What to expect: 📋 Gain insights into the bootcamp structure and curriculum details. 🧠 Dive deep into core topics including Canonical Architectures, Embeddings and Vector Databases, LangChain and Llama Index, and much more. 🛠️ Engage in hands-on projects & real-world applications. Who Should Attend? Whether you're an AI enthusiast, a tech professional, a creative thinker, or simply someone eager to explore the possibilities of large language models, this event is tailored for you. No prior experience is required. https://ml.streamdb.net/timelines/v/qWRnBq9vhyk Thu, 28 Mar 24 02:00:00 +0900 Responsible Product Design with Generative AI In a world where artificial intelligence (AI) is essential for staying competitive, understanding its influence on product management is crucial for leaders at every level. With AI becoming a pivotal strategy in global business, it's time to explore its transformative potential. Join us for a talk based on the insights from the groundbreaking book, "Reimagined: The Art of Building Products in the AI Era." This session will delve into why now is the perfect time to embrace generative AI, its capabilities, and its impact on the future of product management. Key Takeaways: ✅ Uncover the 6 'superpowers' of generative AI ✅ Evaluate the current challenges, limitations, and implications of generative AI in the market ✅ Discover the fundamental building blocks for designing generative AI products ✅ Learn how to identify the most effective use cases for generative AI applications ✅ Dive into a detailed case study on building an AI chatbot, highlighting the nuances of developing delightful and responsible AI products Table of Contents: 00:00 Introduction 1:52 Market Trends 04:45 Generative AI 101 09:37 Challenges & Limitations 13:05 Generative AI Product Framework This talk is an essential guide for tech professionals, AI enthusiasts, product managers, and business strategists. It's a unique opportunity to gain insights into integrating gen AI into your strategy and staying ahead in the AI era. ----- 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 Learn more about Data Science Dojo here: https://datasciencedojo.com/ Watch the latest video tutorials here: https://tutorials.datasciencedojo.com/ See what our past attendees are saying here: https://datasciencedojo.com/bootcamp/... -- At Data Science Dojo, we believe data science is for everyone. Our in-person data science training has been attended by more than 8000+ employees from over 2000+ companies globally, including many leaders in tech like Microsoft, Apple, and Facebook. ------- #GenerativeAI #chatbots #AItalks #productdesign #productmanagement #AIApplications #artificialintelligence #productstrategy #aiinnovation #techtalk #Large language models #Generative AI #Machine Learning #Data Science #Artificial Intelligence #product design #Product Management #Responsible AI #Large language models #Generative AI #Machine Learning #Data Science #Artificial Intelligence #product design #Product Management #Responsible AI https://ml.streamdb.net/timelines/v/03sVvquXaNM Wed, 27 Mar 24 23:00:00 +0900 What are the Challenges in Machine Learning? #technology #datascience Curious about the journey from idea to action with machine learning? Tune in as we chat with an expert about the nitty-gritty challenges of making it happen in the real world. Ready for some eye-opening insights? Watch the full video on YouTube now! 🎬: https://youtu.be/1JRcYSoyp8E #MLChallenges Learn more about Data Science Dojo here: https://datasciencedojo.com/data-science-bootcamp/ Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ https://ml.streamdb.net/timelines/v/ZcOTxBg0A4I Fri, 22 Mar 24 11:00:12 +0900 How Machines Decipher Human Language? | Learn Embeddings in 5 Minutes! #AI #LanguageProcessing In today's digital age, machines are increasingly interacting with us through language. But how do they understand the complexities of human communication? This video explores the concept of word embeddings, a fundamental technique that bridges the gap between human language and machine comprehension. In just five minutes, gain a clear understanding of this critical technology! Learn more about Data Science Dojo here: https://datasciencedojo.com/data-science-bootcamp/ Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #MachineLearning #AI #LanguageProcessing #Data science #AI #machine learning #Large Language Models #Language Processing #Embeddings #Vector Databases #openai #Data science #AI #machine learning #Large Language Models #Language Processing #Embeddings #Vector Databases #openai https://ml.streamdb.net/timelines/v/iI3zFkxozjU Thu, 21 Mar 24 12:00:32 +0900 Sophie Daly's Experience at the LLM Bootcamp | Data Science Dojo Listen to Sophie Daly, Staff Data Scientist at Stripe, share her insights on her journey with the LLM Bootcamp at Data Science Dojo. Sophie reveals how the bootcamp empowered her to harness the capabilities of Large Language Models, ensuring the longevity of her career. Considering delving into LLMs? Watch the full video! 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ #ai #MachineLearning #CareerDevelopment #career #career goals #career development #data scientist #data science #Large Language Models #LLM #Bootcamp #2024 #career #career goals #career development #data scientist #data science #Large Language Models #LLM #Bootcamp #2024