Introduction
Think about a day stuffed with vitality and prospects! Attendees eagerly await the beginning of an immersive, hands-on workshop on the DataHack Summit 2024, India’s largest GenAI Convention. On the 4th day, devoted solely to workshops, you’ll take your information of Generative AI to the subsequent stage with cutting-edge expertise and sensible purposes. On this article, you’ll be able to discover the varied workshops obtainable at DataHack Summit 2024!
Palms-On Studying in Generative AI
Within the quickly evolving world of AI, staying forward of the curve wants extra than simply theoretical information.With Generative AI rising as a transformative power, hands-on coaching is vital. Why? As a result of expertise is greatest understood when put into observe. Be taught to navigate the complexities behind AI fashions, the information administration, and the constraints of real-world purposes.
Generative AI continues to be in its nascent phases, but the speed at which it’s rising is unprecedented. And due to this speedy development, the talents and information required to excel are continually evolving. Palms-on studying not solely helps to bolster theoretical ideas but in addition prepares you to deal with the challenges head-on.
Why select DataHack Summit 2024?
At DHS 2024, you’ll dive deep into the world of Generative AI. This occasion is the epicenter of all the excitement, innovation, brainstorming, and thrilling discussions surrounding the expertise. This yr, we’ve curated over 10 immersive workshops on cutting-edge subjects to give you most worth.
Whereas many summits provide talks and displays, the DataHack Summit goes method past that. Our workshops are usually not simply lectures however interactive classes the place you actively take part, apply your abilities and stage up your experience. These workshops intention to rework you from a passive learner to an lively practitioner in only a day. That is the utmost worth for a day’s price that one can get so you understand you wouldn’t need to miss it. Final yr, our workshops have been bought out months upfront, a testomony to the standard and demand for these classes.
Why Attend our Workshops?
Our workshops in AI, ML, and Generative AI are fastidiously designed to supply a complete and interesting studying expertise. Right here’s a glimpse of what you’ll be able to anticipate:
- Length: 8+ hours
- Format: Instructors will break down real-world downside statements and information you thru the method of fixing them. Interactive classes utilizing Python notebooks and different hands-on instruments will make sure you get sensible expertise.
- Goal: Equip your self with the talents and information required to deal with complicated data-driven issues inside a day’s time.
- Interplay Stage: Excessive! With a really restricted variety of individuals (50 per workshop), you should have particular person consideration and help, selling a collaborative studying atmosphere.
- Palms-On Work: Deliver your laptops, as you’ll be engaged on datasets, codes, constructing fashions, and extra.
- Venue: Go to our web site for the newest updates on workshop venues.
Sneak Peek into Workshops at DataHack Summit 2024
Mastering Language Fashions: From Ideas to Code in PyTorch
On this workshop, study the working behind ChatGPT and get hands-on with coding, coaching, and fine-tuning your personal language fashions utilizing PyTorch. This workshop will probably be performed in a novel “StatQuest Type,” guaranteeing each element is clearly defined.
- Workshop Modules
- Module 1: Introduction to Neural Networks and Transformers
- Module 2: (BAM!): Important Matrix Algebra for Coding Transformers
- Module 3: (DOUBLE BAM!!): Coding a Language Mannequin from Scratch
- Module 4: (TRIPLE BAM!!!): Advantageous-tuning a Manufacturing Grade Giant Language Mannequin
- Speaker: Joshua Starmer PhD, Founder & CEO at StatQuest
LLMOps – Productionalizing Actual-world Purposes with LLMs
Dive into the complexities of operationalizing giant language fashions, together with collaboration, coaching, scaling, and monitoring. Achieve actionable insights and hands-on abilities to handle LLMs successfully.
- Workshop Modules:
- Module 1: MLOps vs LLMOps
- Module 2: Fixing Actual-world Issues with Basis Fashions and Immediate Engineering
- Module 3: LLM Advantageous-Tuning, Optimization, and Serving on AWS
- Module 4: Finish-to-Finish Coaching and Suggestions Pipeline on AWS Sagemaker
- Module 5: Scaling LLMs utilizing Kubernetes
- Module 6: Superior RAG Pipelines at Scale
- Module 7: Content material Moderation, Privateness, Safety, and Guardrails
- Speaker: Kartik Nighania, MLOps Engineer at Typewise
Constructing GenAI Purposes utilizing RAGs
Discover the transformative expertise of Retrieval-Augmented Technology (RAG). This workshop will information you from foundational ideas to constructing subtle RAG techniques, guaranteeing tangible outcomes and strong takeaways.
- Workshop Modules:
- Module 1: Getting Began with Gen AI
- Module 2: Gen AI Approaches in Constructing Enterprise Purposes
- Module 3: Foundations to Perceive RAG Higher
- Module 4: Constructing RAG Purposes from Scratch
- Module 5: Boost your RAG Recreation with Superior RAG Methods
- Speaker: Arun Prakash Asokan, Affiliate Director Information Science at Novartis
Coaching Steady Diffusion Fashions with Business Finest Practices
Uncover the secrets and techniques behind highly effective diffusion fashions that drive trendy laptop imaginative and prescient applied sciences. This workshop will present a deep dive into how these fashions work and their sensible purposes.
- Workshop Modules:
- Module 1: Embark on an Thrilling Journey with Generative AI
- Module 2: Fundamentals of Diffusion Fashions
- Module 3: Understanding Deepest Ranges Wanted for Diffusion Fashions
- Module 4: Steady Diffusion in Apply, Industrial Strategies
- Module 5: Strategies, Jobs and Instruments of Steady Diffusion
- Module 6: Steady Diffusion Job to Obtain Goal at Hand
- Module 7: State of Artwork and Slicing Fringe of Steady Diffusion
- Module 8: Means Ahead for Steady Diffusion
- Speaker: Sandeep Singh, Head of Utilized AI/Laptop Imaginative and prescient at Beans.ai
Mastering LLMs: Coaching, Advantageous-tuning, and Finest Practices
Achieve a complete introduction to coaching and fine-tuning giant language fashions. This LLM workshop covers important methodologies and hands-on classes with instruments just like the HuggingFace ecosystem.
- Workshop Modules:
- Module 1: LLM and Generative AI Necessities
- Module 2: Coaching and Advantageous-tuning LLMs
- Module 3: Parameter-efficient Advantageous-tuning LLMs
- Module 4: Instruction-based Advantageous-tuning LLMs utilizing Reinforcement Studying
- Module 5: Wrap-up and Finest Practices
- Speaker: Dipanjan Sarkar, Head of Group and Principal AI Scientist at Analytics Vidhya
GenAI for Enterprise Leaders
With this workshop on Generative AI for enterprise leaders, the main target is on figuring out and dealing on AI initiatives drive enterprise and create enterprise worth, perceive the core AI applied sciences and its purposes, alongwith creating an AI technique that’s aligned with your corporation targets. The emphasis is on the perfect practices for AI implementation which incorporates knowledge dealing with, mannequin coaching, and deployment, along with constructing and retaining a reliable AI staff. You may be leveraging AI’s potential whereas guaranteeing scalability, sustainability, and moral issues.
- Workshop Modules:
- Module 1: Understanding AI and its Enterprise Purposes
- Module 2: Creating a Strategic AI Roadmap
- Module 3: Constructing and Scaling an AI Crew
- Module 4: Deep Dive into Generative AI, NLP, and Laptop Imaginative and prescient
- Speaker: To Be Introduced
Pioneering Utilized Machine Studying with Generative AI
Achieve sensible insights into Generative AI ideas and purposes, together with implementing and fine-tuning fashions for duties like picture technology and artistic content material creation. Discover superior subjects like conditional technology and elegance switch, and study real-world case research to grasp business purposes. Develop integration plans to foster innovation in your group’s workflows.
- Workshop Modules:
- Module 1: Understanding AI and its Enterprise Purposes
- Module 2: Creating a Strategic AI Roadmap
- Module 3: Constructing and Scaling an AI Crew
- Module 4: Deep Dive into Generative AI, NLP, and Laptop Imaginative and prescient
- Speaker: To Be Introduced
GenAI for Finance: Purposes & Accountable Use
With this workshop on Generative AI in Finance, individuals will work on cutting-edge AI instruments to usher in innovation the finance sector. The main focus right here is on creating the GenAI purposes to research monetary studies and join with open-source APIs for buying and selling insights. There’s additionally an emphasis on the accountable use of AI, balancing technical abilities with moral issues. The main focus will probably be on studying about Retrieval-Augmented Technology (RAGs) and AI Brokers, aiming to use AI responsibly in making data-driven choices and guaranteeing conscientious developments in monetary AI expertise.
- Workshop Modules:
- Module 1: Constructing Purposes utilizing RAGs and AI Brokers
- Module 2: Constructing LLMOps Pipelines utilizing Langsmith
- Module 3: Accountable Use of LLM Purposes
- Module 4: Deploying and Internet hosting the App on Streamlit
- Speaker: Bhaskarjit Sarmah, Senior Information Scientist at BlackRock
Finish Observe
That is the possibility the place you’ll be able to study, have interaction, and develop. Our intensive GenAI workshops will show you how to in enhancing your AI abilities and likewise community with like-minded people. Safe your house at DataHack Summit 2024 in the present day – as a result of these workshops are certain to promote out quick, identical to final yr! Sure, our workshops have been a complete hit and bought out months earlier than the occasion.
The DataHack Summit is a flagship for AI and Information Science lovers. This isn’t simply every other business-focused occasion however a sensible convention for the practitioners of AI. You’ll get a 360 diploma view of the Generative AI expertise right here with the highest consultants to brainstorm with. You may be exploring the leading edge strategies and instruments, and gaining insights with business consultants.
Go to our web site for extra particulars and to register. Prepare to rework your AI journey with hands-on studying that truly counts.