The Generative AI Workshop is an immersive experience that brings together experts and innovators to explore the vast potential of generative AI.
By leveraging the power of generative models, participants can create innovative solutions to real-world problems.
Generative models can generate human-like text, images, and videos, opening up new possibilities for fields like art, design, and entertainment.
This workshop provides a hands-on opportunity to experiment with different generative AI tools and techniques, allowing participants to develop practical skills and expertise.
Workshop Phases
The Generative AI Workshop is divided into distinct phases to ensure a smooth and efficient process.
We start with a two-day session, split into an exploratory day and a scoping day. The first day focuses on what we want to achieve, while the second day delves into the details of how to do it.
The workshop can be tailored to your project's specifics, and the agenda is adjusted accordingly. We recommend splitting the sessions into two 2-3 hours sessions in two days, but it's possible to condense it into one day if necessary.
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During the exploratory day, you'll have the opportunity to identify potential generative AI adoption scenarios, prioritize them by feasibility, business value, and ease of implementation, and gain clarity on how to proceed with the project.
You'll also receive a comprehensive report summarizing the goals, recommended tech stack, team composition, time- and budget estimates, metrics, and expected results of the implementation. This report can serve as a pitch deck for stakeholders and investors or as a detailed RFP to get more reliable project estimates.
The workshop is designed to provide you with a clear direction on LLM selection, an implementation roadmap, and clear tuning guidelines, helping you to select the most suitable AI architecture tailored to your needs.
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Workshop Content and Focus
We've guided leaders across 20+ industries through the GenAI journey, covering areas such as Healthcare and Life Sciences.
Our expertise spans various sectors, including FinTech and ClimateTech, where we've helped leaders navigate the GenAI landscape.
The GenAI Workshop is designed to address your biggest questions about AWS data and generative AI, providing you with the answers and insights you need to move forward.
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Discussing Business Goals and Challenges
We start by discussing business goals and current challenges. This sets the foundation for further discussions and helps us understand what needs to be achieved.
Every workshop session begins with a discussion about strategy, goals, both short and long-term, and business challenges. This may not sound exciting, but it's essential for providing reliable advice in the next steps.
We don't want to implement generative artificial intelligence just for the sake of doing it. If your strategy says you need to focus on acquiring new customers, we'll find out how Gen AI can help with that.
Next, we brainstorm. We run exercises like "How might we..." to analyze how to solve problems and achieve business goals, and also solo and group brainstorming sessions.
The goal is to develop a clear vision for your project. We may discuss cases from your industry and ideas shared by your team members and our team.
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Shortlisting Potential Use Cases
We've guided leaders across 20+ industries through the GenAI journey.
In the process, we've helped them identify high-value use cases that boost enterprise productivity through Generative AI capabilities, fostering more efficient workflows.
To narrow down the options, we'll shortlist the potential AI use cases, which involves discussing cases from your industry and ideas shared by both your team members and Neoteric.
This collaborative approach helps develop a list of possible Gen AI use cases aligned with the discussed business goals.
If the initial list is long, we'll vote to shorten it to a few "strongest" and most promising Gen AI opportunities.
This step serves an inspirational role, helping you gain clarity on the most valuable use cases for your project.
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Optimal LLM Sample Calibration
Optimal LLM Sample Calibration is a crucial aspect of bridging the gap between language models and human understanding. Yingda Lu, an Assistant Professor at the University of Illinois Chicago, emphasizes the importance of calibrating language models to reduce disparity.
This calibration process involves optimizing the sampling of language models to match human-like language usage. By doing so, we can improve the accuracy and reliability of language models in real-world applications.
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Production of
During our workshop, we focus on the production of Generative AI, which involves assessing adoption plans and highlighting milestones and progress.
We explore the value of implemented solutions and consider expansion and scaling to maintain alignment with evolving business objectives.
Our demo day is a key part of this process, where we assess the Generative AI adoption plan and identify areas for improvement.
Potential collaboration is also discussed to ensure that the Generative AI solutions are meeting the changing needs of the business.
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Implementation and Next Steps
We advance to the implementation phase of our Generative AI workshop, where we bring your vision to life. Our team oversees the execution and deployment of a comprehensive solution that integrates seamlessly with preceding and succeeding systems.
We initiate AI transformation by integrating a pre-trained LLM and connecting data sources, setting the stage for successful Generative AI implementation through pilot projects, comprehensive training, and strategy development. This is the foundation upon which we build our solution.
After the workshop, our team gathers to design the architecture of the solution, list technical recommendations, suggest team composition and project timeline, and prepare the estimates. A custom report is created, summarizing your vision, goals, and requirements, and providing recommendations for your product development.
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Is Workshops Always Necessary?
While it's not always necessary to go through the Generative AI Workshops, those who participated say it was worth it.
The workshops can save you weeks or even months of work and rework, as one participant noted, "I didn’t realize how many things I hadn’t thought about when planning the project. At first, I had some concerns, but now I’m sure that the workshop saved me weeks if not months of work and rework."
Starting a project without proper preparation can lead to unexpected complications, such as working with the wrong data or using the wrong approach, as mentioned in the article, "The available data may not be enough, RAG would be better than few-shot learning (or the other way around), and the whole project costs more than was estimated."
Attending the workshop requires a few hours of commitment, but it can help you change your initial idea for Gen AI implementation, as one participant discovered, "After the workshop, we changed the initial idea for Gen AI implementation. We have managed to identify a use case that has higher impact on the organization and is easier to implement from the technical standpoint."
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The workshops are designed to help you understand your unique requirements and provide a clear approach for addressing your business needs, as one participant noted, "What impressed us most was Neoteric’s ability to explain complex AI concepts in a manner that was clear and accessible to both our business and technical teams."
Next Steps for AI Implementation
After the workshop, our team gathers to design the architecture of the solution. We'll list technical recommendations, suggest team composition and project timeline, and prepare estimates.
We'll create a custom report that summarizes your vision, goals, and requirements, providing recommendations that can serve as a baseline for your product development.
This report will contain a high-level scope, recommended tech stack, and team composition. It will also include time and price estimates to help you align the project timeline with your business goals.
Our team will oversee the execution and deployment of a comprehensive solution, embodying your vision for Generative AI. We'll ensure seamless integration with preceding and succeeding systems to facilitate a fluid data and process flow.
The outcome of this work will be a customized AI adoption plan that suits your organization's specific requirements and ambitions.
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Free 30-Minute Strategy Session with Our Experts
If you're looking for guidance on implementing new ideas, consider scheduling a free 30-minute strategy session with our Generative AI Experts today.
Gain valuable insights and explore pioneering strategies alongside our team of Generative AI Experts.
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Sources
- https://ai.wharton.upenn.edu/events/business-generative-ai-workshop-2024/
- https://www.loka.com/genaiworkshop
- https://www.xenonstack.com/generative-ai/workshop-journey
- https://innovationcenter.newschool.edu/generative-ai-workshops/
- https://neoteric.eu/blog/generative-ai-workshops-start-your-gen-ai-project-smart/
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