Introduction
Workshops at DataHack Summit 2023 offer a unique and invaluable opportunity for individuals in the field of data science and AI. Whether you are a seasoned professional or just starting out, attending these workshops can greatly enhance your skills and knowledge in this rapidly evolving field. Get ready to dive deep into the world of data! Our workshops at the event are not your ordinary crash courses. You’ll spend 7 thrilling hours with an industry expert, tackling a real dataset. It’s hands-on learning at its finest! Our workshops are tailored to cater to a wide range of audiences. Whether you’re a beginner eager to jumpstart your data journey or an intermediate explorer looking to level up your skills, or even an advanced data enthusiast seeking new frontiers, we’ve got workshops just for you. Let’s embark on this learning adventure together!
Why Should you Attend These Workshops?
- The workshops are conducted by industry experts and thought leaders who possess extensive practical experience in the field. Their insights and expertise can provide valuable guidance and mentorship, helping you stay ahead of the curve and make informed decisions.
- The workshops are designed to be hands-on and immersive, allowing participants to actively engage with the material and gain practical experience. Through real-life case studies, participants can witness the application of concepts and techniques in solving complex problems, thereby bridging the gap between theory and practice.
- Additionally, the workshops provide a platform for networking and collaboration. You will have the opportunity to connect with like-minded professionals, share ideas, and establish valuable connections within the data science community.
- Furthermore, attending DataHack Summit Workshops can boost your professional profile and career prospects. The skills and knowledge acquired during the workshops are highly sought after by employers, making you a desirable candidate in the job market.
Workshop 1: Applied Machine Learning
Embark on a transformative journey into the world of machine learning and unlock its untapped potential. Join us for an immersive workshop that will ignite your passion for solving complex business problems using cutting-edge techniques. Led by industry experts, this meticulously crafted experience will immerse you in captivating real-life case studies, revealing the remarkable impact of machine learning in driving success.
Over the course of 8 hours, we will unveil the secrets of the machine learning pipeline, guiding you through vital modules such as data cleaning, feature engineering, and model building. Witness the art of transforming business challenges into machine learning opportunities, as we equip you with the skills to build, select, and evaluate powerful models. Get ready to reshape your approach and unleash the full power of machine learning!
Workshop Highlights:
Module 0: Introduction
Module 1: Linear Models
Module 2: Model Evaluation
Module 3: Tree-based Models
Module 4: Model Selection
Stay tuned for the exciting announcement of the esteemed speaker for this session!
Workshop Level: Beginner
Workshop 2: AI for Business Leaders
Artificial Intelligence (AI) is a game-changer that holds incredible potential to transform industries and create substantial economic value. Giants like Google, Amazon, and Tesla have already witnessed remarkable growth, and McKinsey predicts that AI could contribute trillions to the global economy by 2030. However, navigating the complexities and rapid advancements of AI can be daunting.
That’s where this workshop comes in. We’re here to demystify AI, providing practical guidance on aligning your vision, crafting a cohesive strategy, and identifying AI initiatives that drive growth. Beyond isolated digital visions, we’ll show you how to effectively harness AI across your organization. By the end, you’ll be equipped to leverage diverse AI technologies, including the disruptive power of Generative AI, to propel your business forward. Discover how to build and scale a robust AI team and position your organization at the forefront of the AI revolution. Get ready to unlock the true potential of AI and achieve unprecedented success.
Key Learning Objectives:
- Understanding AI and its Business Applications
- Developing a Strategic AI Roadmap
- Building and Scaling an AI Team
- Deep Dive into Generative AI, NLP, and Computer Vision
Stay tuned for the exciting announcement of the esteemed speaker for this session!
Workshop Level: Beginner
Workshop 3: No-Code Machine Learning: Elevate Data-Based Decision-Making
In today’s fast-paced business landscape, no-code machine learning is revolutionizing the way organizations implement cutting-edge solutions without the need for extensive coding expertise. Imagine being able to build powerful machine learning models with just a few clicks, using intuitive interfaces and pre-built templates. It’s like unlocking a whole new level of efficiency and agility.
In our immersive 8-hour workshop, we invite you to embark on a fascinating journey through the realms of data science, predictive modeling, and the world of no-code tools. We’ll kick off by unraveling the mysteries of data science and exploring its vast range of applications. Then, we’ll delve into the architecture and practical applications of prediction models in machine learning.
But that’s not all! We’ll take you on a hands-on adventure with Orange, a remarkable no-code tool that empowers you to construct machine learning models effortlessly. And as we reach the pinnacle of our workshop, we’ll unveil the secrets of advanced AI, diving into the realms of deep learning, natural language processing, computer vision, generative AI, and the ethical considerations surrounding AI.
Get ready to revolutionize your approach to machine learning and unlock the potential of no-code technology. Join us on this exciting journey as we bridge the gap between complex algorithms and user-friendly interfaces, empowering you to create impactful solutions in record time.
Workshop Highlights:
Module 1: Data Science
Module 2: Prediction Models
Module 3: Building Machine Learning Models using NoCode Tools
Module 4: Advanced AI Today and Tomorrow
The speaker for this session, Apoorv Vishnoi, is a seasoned professional with 13+ years of experience, specializing in Machine Learning and AI. With an MBA from the prestigious Indian School of Business and certifications in Data Science and Deep Learning, he stays at the forefront of AI advancements. Apoorv’s expertise lies in developing tailored forecasting models for renewable energy and applying Machine Learning techniques to generate profitable outcomes in stock trading. As a dedicated trainer, he has shared his knowledge with over 5000 professionals, government officials, and CXOs, earning a reputation for his ability to simplify complex concepts in Data Science and Machine Learning.
Workshop Level: Beginner
Workshop 4: The Art of Productionizing Machine Learning Model
Immerse yourself into an 8-hour journey of dynamic world of Machine Learning Operations (MLOps). Discover the intricacies of MLOps architecture and unlock the secrets to successful implementation. Experience the real-world applications of MLOps through engaging hands-on exercises featuring Natural Language Processing (NLP) and Computer Vision models. Gain practical knowledge in deploying MLOps with these cutting-edge data models, maximizing your productivity. Equip yourself with an MLOps toolkit, platform selection expertise, and industry best practices. Prepare to shatter MLOps myths and gain a comprehensive understanding of this vital field. Join us and embark on a transformative session that will empower you on your MLOps journey.
Module 1: Kick-start Your MLOps Journey
Module 2: Implementation of MLOpson real-world problems
Module 3: All About MLOps / Applications and Practices of MLOps
Introducing our esteemed speaker, Anmol Krishnan Sachdeva, a seasoned Hybrid Cloud Architect at Google, who will be sharing his expertise on “The Art of Productionizing Machine Learning Models.” With his extensive knowledge and experience in the field, Anmol has mastered the art of effectively deploying and scaling machine learning models in real-world production environments.
In this insightful session, Anmol will dive deep into the intricacies of productionizing machine learning models, unraveling the challenges faced and the best practices employed to ensure seamless integration into existing systems. Drawing from his rich industry experience, he will discuss the crucial aspects of model deployment, monitoring, and scalability, providing invaluable insights on how to optimize performance and achieve business objectives.
Workshop Level: Intermediate
Workshop 5: Build Scalable Machine Learning Model
In the era of big data, mastering the art of scalable machine learning is essential. With data volumes reaching unprecedented levels, traditional approaches no longer suffice. Enter Apache Spark – the game-changer. This workshop immerses you in the world of Spark ML, leveraging the unparalleled power of distributed computing.
Brace yourself for a hands-on journey, where you’ll learn to build and test machine learning models at an unprecedented scale. Discover the secrets of conquering big data challenges, from data preparation to feature engineering and model selection. Get ready to unleash the true potential of your data with Apache Spark and revolutionize the way you approach machine learning. The future belongs to those who can tame the data deluge – join us and become a Spark ML champion!
Workshop Highlights:
Module 0: Introduction to Spark
Module 1: Getting familiar with Spark
Module 2: Brushing up ML
Module 3: Spark ML
Module 4: Building ML Pipelines
Stay tuned for the exciting announcement of the esteemed speaker for this session!
Workshop Level: Intermediate
Workshop 6: Exploring Generative AI with Diffusion Models
Have you ever come across groundbreaking technologies like MidJourney and Stable Diffusion in your professional or personal work? These incredible innovations have taken the world by storm and have become an integral part of our lives. You might be curious about how they work and what makes them so effective. Well, the secret lies in the power of Diffusion Models. These models have emerged as the backbone of modern computer vision, revolutionizing the way machines perceive and process information. From the game-changing Dalle 2 to the remarkable Midjourney, Diffusion Models have ushered in a new era of understanding. But what exactly are Diffusion Models, and how do they operate? Fear not! You’ve come to the right place.
Welcome to the workshop on Diffusion Models, where we’ll unravel the mysteries and dive into their fascinating world!
Workshop Highlights:
Module 0: Embark on an Exciting Journey with Generative AI
Module 1: Laying the Foundation with Powerful Models
Module 2: Unleashing the Creative Power of Autoencoders and GANs
Module 3: The Thrilling World of Diffusion Models
Module 4: Stable Diffusion – Bridging Text and Image
Module 5: Unveiling the Marvels of MidJourney, Dalle 2, and Gen 2
Stay tuned for the exciting announcement of the esteemed speaker for this session!
Workshop Level: Advanced
Workshop 7: Natural Language Processing Using Generative Models
Step into the captivating world of Natural Language Processing (NLP), where cutting-edge advancements in artificial intelligence strive to bridge the divide between humans and machines. In this transformative session, we embark on an immersive journey through the realms of NLP, unveiling the game-changing impact of generative models. Brace yourself for an exploration of innovation as we delve into the awe-inspiring capabilities of generative models, revolutionizing the way we approach NLP tasks.
Workshop Highlights:
Module 0: Introduction to Generative AI
Module 1: Exploring Foundation Models
Module 2: Unpacking Transformers and Attention Mechanisms
Module 3: Mastering the Pretraining and Fine Tuning of LLMs
Module 4: Diving into ChatGPT
Module 5: Hands-On with AutoGPT, Vector DBs, and LangChain
- In this immersive workshop, we embark on a journey through the exciting world of Generative AI. Starting with an introduction to its history and significance, we delve into the foundations of Generative AI models, particularly in Natural Language Processing (NLP).
- Exploring various types of Language Models (LLMs) and their applications in downstream tasks, we then shift our focus to Transformers and Attention Mechanisms, unraveling their inner workings. Next, we master the techniques of pretraining and fine-tuning LLMs, including best practices and domain-specific training.
- Diving into the realm of ChatGPT, we understand its functionality and learn about key components like pretraining, SFT, RLHF, and prompt engineering. Finally, we engage in hands-on exercises using cutting-edge tools like AutoGPT, Vector DBs, and LangChain, solidifying our understanding and honing our skills.
Get ready to unlock the true potential of Generative AI in this comprehensive and practical workshop.
Stay tuned for the exciting announcement of the esteemed speaker for this session!
Workshop Level: Advanced
Workshop 8: Solving Real World Problems Using Reinforcement Learning
Step into the world of revolutionary AI with the power of Reinforcement Learning (RL). Discover how ChatGPT, a cutting-edge generative model, harnesses RL to align with human preferences and solve real-world challenges. In this comprehensive workshop, you’ll embark on a journey from the basics to advanced RL concepts, including Proximal Policy Optimization and RL from Human Feedback (RLHF). Gain practical knowledge on applying RL to real-world problems, exploring popular algorithms and training methods. Uncover the intricacies of RLHF and its significance in Large Language Models.
Whether you’re an AI practitioner or just starting out, this workshop equips you with the tools and insights to revolutionize your problem-solving approach. Don’t miss this opportunity to transform your understanding of Reinforcement Learning and its immense potential. Join us and unlock the key to solving real-world challenges with AI.
We are honored to introduce Jayakumar Subramanian, a distinguished Senior Research Scientist in the Media and Data Science Research team at Adobe India. With an impressive background spanning investment banking, management consulting, and aerospace engineering, Jayakumar brings a wealth of expertise to his role. His research interests encompass the fascinating domains of reinforcement learning, agent-based modeling, systems theory, and game theory. Armed with a Ph.D. from McGill University, Canada, focusing on the intricate realm of reinforcement learning in partially observed and multi-agent systems, Jayakumar’s contributions have been highly influential. Join us as we delve into his captivating insights and profound knowledge, offering a unique perspective on the forefront of research and innovation.
Workshop Level: Advanced
Takeaway from Workshops
DataHack Summit Workshops offer a comprehensive and immersive learning experience, providing the tools, knowledge, and connections necessary to excel in the field of data science and AI. Whether you are looking to upskill, advance your career, or stay updated with the latest industry trends, these workshops are a must-attend for anyone passionate about data science and AI.
We can’t wait to see you at the DataHack Summit 2023. It’s going to be an event to remember. See you there!
By Analytics Vidhya, June 5, 2023.
