Data Science DojoWelcome 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
CEO of LlamaIndex, Jerry Liu on Generative AI, LLMs, ChatGPT, RAG, Entrepreneurship, with Raja IqbalData Science Dojo2024-03-28 | 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
-- #generativeai #ai #artificialintelligence #largelanguagemodels #llm #machinelearning #technology #datascience #society #llamaindex #langchain #rag #finetuning #futureofdataandaiSLMs vs. LLMs #languagemodels #aiData Science Dojo2024-05-13 | While LLMs like GPT-3 and Bard have dominated for a long time, a new category of AI — Small Language Models (SLMs) is making waves.
Think LLaMA 3, Phi 3, and Mistral 7B - tools with advanced AI capabilities and significantly reduced computational demands.
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterSora: Exploring Ethics, AI, and PersonalizationData Science Dojo2024-05-09 | Have you ever imagined a video experience that adapts to your mood, preferences, and viewing habits? Artificial Intelligence (AI) is rapidly transforming the world of video, and its impact extends far beyond special effects. This informative webinar led by Leonard Rodman, delves into the exciting advancements in AI-powered video, exploring how it is revolutionizing both content creation and consumption.
Here's what you will gain from attending this session: • Learn how AI can streamline production processes and fuels new creative possibilities • Discover how AI can tailor video recommendations and experiences to your individual preferences, keeping you engaged and entertained for longer • Explore the complexities surrounding deepfakes and other AI-generated content • Witness live demonstrations of user-friendly tools like SoraHow to Crush Data Science Interviews? #datasciencecareerData Science Dojo2024-05-09 | Prepping for Data Science Interviews at Top Tech Firms 🔥
Want a to ace a data scientist interview at a dream company?
Watch the full panel discussion with industry experts on YouTube here! ➡️ youtu.be/Z6pM_uUeKwk
Join LLM BootCamp and unlock the future of AI.➡️ https://hubs.la/Q02wnhlc0
#DataScienceCareers #CodingInterviewTips #Data #AIMaster AI Efficiency with LoRA: Optimize Fine-Tuning like a Pro!Data Science Dojo2024-05-09 | 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.
Table of Contents: 00:00 Introduction 02:32 Origins of LoRA and Problem Definition 11:07 Low-Rank Adaptation Technique 15:08 Exploring LoRA and SVD in Model Adaptation 24:34 Fine-Tuning LLMs: Traditional Methods and LoRA Innovations 34:50 Use Cases and Limitations in Model Adaptation 36:33 Fine-Tuning Efficiency Evaluation in Sentiment Analysis 38:35 Types of LoRA Methods 43:05 Fine-Tuning LLMs Beyond Conventional Training: Exploring Mathematical Operations
-- 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0
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: datasciencedojo.com/newsletter
#AI #ArtificialIntelligence #GenerativeAI #MachineLearning #DataScience #LoRA #SVD #FineTuning #ModelOptimization #AIApplications #DataScientistsDecoding LLM Model Access: Are There Central Repositories? ft. Luis SerranoData Science Dojo2024-05-08 | Struggling to find the right LLM model for your project? Are there central repositories like app stores for these AI powerhouses?
Luis Serrano, CEO of Serrano Academy, dives deep at LLM BootCamp to answer your burning question!
Learn about the current landscape and how to explore the vast potential of LLMs.
Join LLM BootCamp and unlock the future of AI.➡️ https://hubs.la/Q02wnhlc0
#LLMBootCamp #AIApplications #BuildChatbotsVector embeddings: the secret sauce of AI #languagemodelsData Science Dojo2024-05-06 | Vector embeddings act like translators, converting complex data like images and text into numerical codes computers can understand. Creating more efficient and universal embeddings could lead to a revolution in AI.
Curious about the future of Data and AI? Tune in and subscribe to our Future of Data and AI podcast now!
#generativeai #ai #artificialintelligence #largelanguagemodels #llms #vectorembeddings #vectordatabases #data #podcast #technologyLarge Language Models Bootcamp Information SessionData Science Dojo2024-05-03 | 🚀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!Do AI Models Rank Their Own Ideas? 🤔 (LLM BootCamp Seattle 2024)Data Science Dojo2024-05-03 | Ever wonder if AI secretly picks its "best" ideas? Luis Serrano from LLM BootCamp Seattle explains why LLMs focus on generating, not judging!
Imagine asking an LLM for 5 game name ideas. Does it secretly rank them in its head? Not quite!
Want to know more about the LLM Bootcamp experience? Visit our website: https://hubs.la/Q02vbK6X0
#llmdojo #largelanguagemodels #llms #rag #finetuning #langchainCould Mixture of Experts approach reshape the future of LLMs?Data Science Dojo2024-04-29 | Tune in to our podcast featuring Co-Founder and CEO of LlamaIndex, Jerry Liu, and CEO and Chief Data Scientist of Data Science Dojo, Raja Iqbal, and deep dive into LLMs and their outlook for the future. https://hubs.la/Q02vpGMv0
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterAI for Product Managers: Practical Tools and InsightsData Science Dojo2024-04-26 | Imagine being able to predict user needs before they even arise. Intrigued? This webinar delves into how Artificial Intelligence can be your ultimate product management partner.
Move beyond the fear of AI replacing your role and join Francesco Corti, Principal Product Manager at Docker, as he explores how AI tools like ChatGPT and Arro can serve as powerful extensions of your capabilities. He'll explore practical applications that allow you to anticipate user needs, streamline workflows, and fuel groundbreaking innovation. Through real-life examples and hands-on demonstrations, you'll gain actionable strategies for integrating AI into your product management tasks.
Key takeaways from this talk: • Understand how AI is making the roles and tasks of Product Managers more efficient • Observe firsthand how AI tools such as ChatGPT and Arro can be applied practically to improve Product Management • Discuss the implications of AI advancements on job security and the future landscape for Product ManagersWhat are Vector Embeddings? (ft. Industry Experts)Data Science Dojo2024-04-25 | Struggling to find exactly what you need in a sea of information? There's a new kind of database that can help!
This video reel features industry experts cracking open the world of Vector Databases.
The future of search is here. Vector databases are transforming how we find information.
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterHallucination-Free LLMs: Strategies for Monitoring and MitigationData Science Dojo2024-04-25 | 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.
Table of Contents: 00:00 Introduction 2:33 What is LLM Monitoring 8:10 LLM-Based Hallucination Detection: Consistency 12:43 LLM-Based Hallucination Detection: Answer Evaluation 17:12 Output Uncertainty Quantification 23:00 Semantic Uncertainty Quantification 29:10 Experiment Results ---------- 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0
👉 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: datasciencedojo.com/newsletter
----- #ArtificialIntelligence #AI #MachineLearning #DataScience #LargeLanguageModels #llm #hallucinationsData Science & Engineering Essentials: Must-Have Skills for Entry-Level Jobs (Ft. Industry Experts)Data Science Dojo2024-04-24 | 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.
💼 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: datasciencedojo.com/newsletterLarge Language Models Bootcamp Information SessionData Science Dojo2024-04-24 | 🚀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!Are bigger LLM context windows better? Find out now!Data Science Dojo2024-04-23 | 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.
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterGenerative AI: Comparing DSF and RAG TechniquesData Science Dojo2024-04-22 | 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-4Large Language Models Bootcamp- Information SessionData Science Dojo2024-04-19 | 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.Use of Generative AI in Healthcare! #generativeai #healthcareData Science Dojo2024-04-18 | 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.
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterWhat are the Best Practices For Version Control in MLOps? #machinelearning #LLMData Science Dojo2024-04-18 | 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.
💼 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: datasciencedojo.com/newsletterDoes large memory always make AI smarter? #podcast #shortsData Science Dojo2024-04-18 | 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: youtube.com/watch?v=k15MX6aBOpM
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterThe Battle of Giants: Causal AI vs NLPData Science Dojo2024-04-18 | 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
👉 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: datasciencedojo.com/newsletter
----- #CausalInference #NeurIPS2023 #CausalNLP #TextDataAnalysis #CausalAI #artificialintelligence #ai #naturallanguageprocessing #causal #neuralnetwork #neuralnetworks #bert #pythonMastering Data Science: The Impact of LLMsData Science Dojo2024-04-16 | 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 examplesChatGPT Data Security: Overblown Fears or Valid Concerns?Data Science Dojo2024-04-09 | 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: youtube.com/watch?v=k15MX6aBOpM
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterHow do I get Embeddings? #vector #embeddingData Science Dojo2024-04-06 | 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: datasciencedojo.com/newsletterSecuring AI SystemsData Science Dojo2024-04-05 | 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.LLMs got dumber?Data Science Dojo2024-04-04 | RAG fixes that! See how AI gets smarter with real-time knowledge. Watch our full podcast here: youtube.com/watch?v=k15MX6aBOpM
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterRAG or Fine-tuning - which is best?Data Science Dojo2024-04-04 | Find out specific use-cases for RAG and fine-tuning to champion your LLMs!
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterVector Databases Explained: Insights, Applications, and Pinecone TutorialData Science Dojo2024-04-04 | 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
🔹 See what our past attendees are saying here: https://datasciencedojo.com/bootcamp/...
🔹 Subscribe to our newsletter for data science content & infographics: 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 #machinelearningtrainingIs your LLM too generic?Data Science Dojo2024-04-03 | Find out fine-tuning use-cases for LLMs. Watch our full podcast here: youtube.com/watch?v=k15MX6aBOpM
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterTokenization in NLP: From Basics to Advanced TechniquesData Science Dojo2024-04-02 | 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 vectorsLarge Language Models Bootcamp- Information SessionData Science Dojo2024-03-29 | 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.Responsible Product Design with Generative AIData Science Dojo2024-03-28 | 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
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 #techtalkWhat are the Challenges in Machine Learning? #technology #datascienceData Science Dojo2024-03-27 | 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! 🎬: youtu.be/1JRcYSoyp8E
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletter10 Challenges in Building RAG-Based LLM ApplicationsData Science Dojo2024-03-26 | 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 implementationHow Machines Decipher Human Language? | Learn Embeddings in 5 Minutes! #AI #LanguageProcessingData Science Dojo2024-03-22 | 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!
#MachineLearning #AI #LanguageProcessingAdvanced RAG Performance: Smart Data Handling StrategiesData Science Dojo2024-03-21 | Retrieval-augmented generation (RAG) is transforming how we handle, interpret, and leverage data across various applications, making it a cornerstone for AI and machine learning advancements
This talk unravels the complexities of RAG. Discover the pivotal role of chunking, embedding models, and vector databases in optimizing your data workflows. Learn through real-world examples how different chunking strategies can significantly impact your app's efficiency and how embedding storage solutions vary based on specific needs. Whether you're a developer, data scientist, or tech enthusiast, this session will equip you with the insights to revolutionize your approach to data structure and app design. -- Table of Contents: 00:00 Introduction 07:28 Chunking Considerations 24:45 Embedding Models and Strategies 34:55 Vector Databases
-- 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0
See what our past attendees are saying here: https://datasciencedojo.com/bootcamp/...
Subscribe to our newsletter for data science content & infographics: 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.
#RAGPerformance #DataOptimization #Chunking #EmbeddingModels #VectorDatabases #TechEvent #DataScience #AppDevelopmentSophie Dalys Experience at the LLM Bootcamp | Data Science DojoData Science Dojo2024-03-21 | 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
#ai #MachineLearning #CareerDevelopmentLuis Serrano on the LLM Bootcamp #DataScience #LLMData Science Dojo2024-03-20 | Hear Luis Serrano, Head Developer at Serrano Academy, dish on his experience with the LLM Bootcamp at Data Science Dojo. Luis spills the tea on how the Bootcamp helped him explore the power of Large Language Models and future-proof his career.
Thinking about diving into LLMs? This video is your must-watch!
💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0
#largelanguagemodels #bootcampWhat every educator must know! Generative AI and the Future of Education #shortsData Science Dojo2024-03-19 | 👩🏫 Imagine learning history with AI's help—cool, right?
Gone are the days of traditional teaching. In today's age of AI, lessons can come alive in the form of personalized tutors and digital assistants that both educators and students can use to learn, develop ideas, and analyze.
It's not about technology taking over, it's about leveraging technologies like generative AI to help us do our work better, faster and in ways only imagined before.
Curious about how generative AI is reshaping our world and its implications for the future? Watch our podcast ft. Luis Serrano and Raja Iqbal now: https://hubs.la/Q02q16p30
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterShould ChatGPT be banned in schools? #futureofdataandai #shortsData Science Dojo2024-03-15 | Are applications like ChatGPT and Bard empowering students or holding them back? Curious about how Generative AI is reshaping the education landscape and its implications for students and educators? Our podcast episode ft. Luis Serrano and Raja Iqbal uncover these topics in detail.
Subscribe to our newsletter for data science content & infographics: datasciencedojo.com/newsletterLarge Language Models Bootcamp Information SessionData Science Dojo2024-03-15 | Curious about the power of Large Language Models? Join us for an insightful information session where we unveil the exciting details of our upcoming onsite bootcamp. Online version launching soon!
What to Expect During the Information Session: - 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 – just an open mind and a passion for learning!Empowering AI Innovation: Yashwants LLM Bootcamp JourneyData Science Dojo2024-03-14 | Yashwant Reddy, AI Leader at Fidelity Investments, shares his inspiring journey with the LLM Bootcamp. Yashwant gained invaluable skills and insights to drive AI innovation at Fidelity. Through hands-on learning and collaborative sessions, he's now equipped to lead transformative projects with confidence.
💼 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: datasciencedojo.com/newsletterA Telematics Data Scientists Journey with LLM BootcampData Science Dojo2024-03-14 | Shakeeb Syed, a Telematics Data Scientist at Nationwide, shares his inspiring journey with the LLM Bootcamp. Discover how Shakeeb gained valuable insights and skills to enhance data analysis and drive innovation in telematics. Through hands-on learning and collaborative sessions, he's now equipped to make a meaningful impact at Nationwide.
Don't miss Shakeeb's motivating testimony of growth and success!
💼 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: datasciencedojo.com/newsletterLangGraph & Langchain: Revolutionizing Information AccessData Science Dojo2024-03-12 | 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.Why is Data Storytelling Important For Your Business? #datascience #datastorytelling #businessData Science Dojo2024-03-11 | Data storytelling is important in analytics because it allows analysts to communicate insights and findings from data to a wide range of audiences in a way that is understandable, engaging, and memorable.
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.
#datastorytelling #datascience #openaiA Data Scientists Perspective on LLM Bootcamp by Data Science DojoData Science Dojo2024-03-09 | Sahar Nesaei, a Data Scientist at Lightcast, shares their transformative journey with Data Science Dojo's LLM Bootcamp. In this insightful testimonial, Sahar discusses how the Bootcamp equipped them with the skills and confidence to tackle complex data challenges.
Discover how the hands-on learning approach, expert instruction, and collaborative environment contributed to their professional growth and success. Don't miss this inspiring story of unlocking new possibilities in data science!
💼 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: datasciencedojo.com/newsletterA Senior Lecturers Experience with LLM Bootcamp by Data Science DojoData Science Dojo2024-03-08 | Florian Klonek, a Senior Lecturer at Deakin University, shares his transformative journey with Data Science Dojo's LLM Bootcamp. In this compelling testimonial, Florian reflects on the invaluable insights gained and the practical skills acquired during the boot camp.
Discover how the immersive learning experience enhanced their understanding of large language models and expanded their capabilities in data science. Don't miss this inspiring story of professional development and academic enrichment!
💼 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: datasciencedojo.com/newsletterA VP Solutions Engineers Journey with LLM Bootcamp by Data Science DojoData Science Dojo2024-03-08 | Dave Horton, VP Solutions Engineer at Odaseva,, shares his firsthand experience with Data Science Dojo's LLM Bootcamp. He shared how this immersive program empowered him to harness the power of large language models, revolutionizing their approach to data management and analysis. From insightful lessons to practical applications, Dave reveals the invaluable insights gained and the impact on their career trajectory.
💼 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: datasciencedojo.com/newsletterCan AI make humans irrelevant? Find out now! #generativeai #largelanguagemodels #datascienceData Science Dojo2024-03-08 | 🤔 Have you ever considered how far we've come from mere physical beings that used rocks to ignite fire, to the rational creatures we are today, largely due to the influence of technology?
As machines such as large language models continue to take on more of our cognitive tasks, it begs the question: are we on the brink of irrelevance? Are we truly replaceable by machines?
We do not think so. As we navigate this ever-evolving landscape of AI, let's find out what truly sets us apart.
If you're curious to dive deeper into these questions and explore the impact of generative AI on reshaping our future, tune in to our podcast now!
➡️ Watch on YouTube here: https://hubs.la/Q02nzRCV0 ➡️ Tune in on Spotify here: https://hubs.la/Q02nzSrZ0 ➡️ Tune in on Apple here: https://hubs.la/Q02nzRM50