GenAI Master Class with AWS

Transcript

2. We are a born in cloud company specializing in Modernization, Security, Data, and AI/ML to empower businesses with cutting-edge technologies and drive transformative growth. Bengaluru One of the fastest growing AWS partner Public Sector Badge Well Architected Program Happy Customers AWS Certified Architects Hyderabad Coimbatore Service Delivery Centers Florida AI/ML Chatbot Decision Making AI Recommendation Engine Modernisation Migration Containerise DevOps Data Data Engineering Data Analytics DataOps GenAI Multi Model Large language Model Foundational Model Security & Managed Services
3. Generate any type of content based on text, voice, image, video and etc. • Automates content creation and assists in various industries. • Enhances tasks in marketing, entertainment, and healthcare. • Aims to mimic human creativity using AI algorithms.
4. Deep Learning Artificial Intelligence Is a discipline Machine Learning is a subfield
5. Artificial Intelligence is a discipline Artificial intelligence is computer system concept that will think and act like humans AI systems are designed to simulate human-like thinking processes
6. Machine Learning is a subfield It is a subset of AI that focuses on the development of algorithms and statistical models that enable AI to learn explicitly programmed
7. Supervised Learning Unsupervised Learning Label: cat Input Data Cat Not Cat
8. Deep Learning Semi - Supervised Learning
9. Deep Learning Artificial Intelligence Machine Learning Deep Learning Generative AI
10. Large Data Set • A vast amount of data to be collected • Format them for the training • Learning patterns for the AI models • Pre-Trained models Computation • More advanced hardware is required • Evolution of GPU • Opensource and Hugging Face The Cloud Era • Get the powerful computers • Pay-as-you-go pricing model • Limitless computing and storage • Integration to anywhere Factors making Generative AI possible now
11. Foundation Model Large Language Model More generalized and pre-trained Trained on super large dataset and Self supervised Trained on language data and specialized data intensive Specific to concept
12. Input Embed Tokenize Books Wiki Research Articles Custom Dataset Website Data ShellKode is part of Trusted Club member ShellKode is part of Trusted Club member Tokens = 7 Dog Puppy Car Van Pre-Trained Model Output ShellKode is Predicted With Human Feedback
14. • Content Generation • Question/Answers • Virtual Assistants • Content Personalization • Language Style Transfer • Creative writing • Translation • Code Generation
15. Industry BFSI Business Case Smart Call centers • Personalized recommendations • Document search on policy terms and benefits • New Insurance / renewal details • Offers and claim eligibility details • Summarized trends and trade metrics • Invoice document processing • Thesis document search & summary • Smart Manuals • Technical guidelines & processes document search Expected Business outcomes • Improve staff productivity • Improve customer retention • Reduce customer acquisition cost upto 20% • Minimizing third party agency cost upto 30% • Faster decision making • Time to onboard a vendor reduces drastically by about 80% • Improved staff productivity • Reduce support agent cost upto 15% Healthcare Insurance Trade Manufacturing Accounts
16. There is not go to models, trade offs are required Privacy Quality Cost Latency
17. Scope Define the Use Case Select Choose an existing model or Pretrain your own Adapt and align model Evaluate Fine- Tuning Align with Human Feedback Prompt Engineering Application Integration Optimize and deploy model for Inference Augment model and built LLM- powered Applications
19. Day 1 Day 2 Day 3 GenAI Industry Spotlight Business Needs Assessment Adoption Roadmap Exploring What and Why of GenAI A closer look at your business Technical and Ethical Considerations Industry adoption outlook Building the use case with ROI Business Impact Assessment Case studies Prioritizing the use cases PoC
20. Designation: Co-founder & CEO Name: Arun Kumar Contact Number 9566440243 Email Address arun@shellkode.com