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UID:f0473293-1cb6-4fa6-9079-519d9dc29451@360exp.net
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DTSTAMP:20260920T200539Z
LAST-MODIFIED:20260910T225849Z
DTSTART:20261114T043000Z
DTEND:20261115T113000Z
SUMMARY:Mastering Generative & Agentic AI | 2 Days Workshop at IIIT Bengalu
 ru
LOCATION:IIITB
DESCRIPTION:Mastering: Generative & Agentic AIEligibility: Can be joined by
  both Engineering and bio-medical and other students also who are interest
 ed in making their career and want to update in AI. (Open to All)Duration:
  2 Days (14-16 HRS)Course ContentIntroduction to Generative AI:Get to know
  about what is GenAIDifference between AI\, Machine Learning & Deep Learni
 ng Difference between Discriminative AI vs Generative AI Tools involved in
  GenAIKnow about privileged GenAI tools and Models.Effective Road Map to e
 xplore the GenAI Model.Generative ArchitectureIntroduction to Generative A
 dversarial Network (GAN) ArchitectureKnow about the Generator & Discrimina
 tor ModelsHow GAN architecture uses for Deep Fake ModelDifference between 
 Variational Auto Encoders (VAEs) vs GAN architecture Hands-on: Development
  of Generative Images using GAN Complex Architecture Hands-on: Create your
  own “Deep Fake Model” using low-level GAN Structure. Deep insights of
  GAN applications & drawbacks of it.Attention Is All You Need – Transfor
 mers & LLMsWhat is Transformer? How the architecture looks like? Text Gene
 ration before transformersKnow about Attention Model vs Multi-Head Attenti
 on Model vs Scaled Dot- Product Attention Difference between Encoder & Dec
 oder Architecture. Difference between Batch vs Layer NormalizationStep-int
 o the most famous transformer community – Hugging FaceText Generation af
 ter transformersIntroduction to Large Language Models (LLMs)Popular LLMs: 
 BERT\, BART\, DistilBertHands-on: Conversation AI using pre-trained LLM Mo
 delHands-on: Image Caption Generator using pre-trained LLM Model Hands-on:
  Customized & Fine-tuning Question & Answering BERT Model Hands-on: Custom
 ized & Fine-tuning DistilBert ModelMastering Generative AI (Exploring the 
 Frontiers of Generative Models)Learn about GPT (Generative Pre-trained Mod
 el )Fine-Tuning the LLM Model on a specific task & Model Evaluation Parame
 ter Efficient Fine-Tuning (PEFT)Vision Transformer – ViT Model with API 
 interfaceLearn about Vision Transformer Architecture and its variable comp
 onents.Understand about Image Vectorization\, Patches extraction & Positio
 nal Encoding.Hands-on: Pre-trained Google ViT Model for Image Classificati
 onHands-on: Customized ViT architecture (RAW Structure for ViT Base)Hands-
 on: Create your own ViT Multi-class classification and deploy the model in
 to HuggingFace Hug using API Interface.Git workflowsGit cheat sheetReinfor
 cement Learning From Human Feedback:Deep Insight of RLHFRLHF: Obtaining fe
 edback from humans RLHF: Reward modelRLHF: Fine-tuning with reinforcement 
 learningRelative Sync of ChatGPT with RLHFGenAI – LangChain Framework:Wh
 at is LangChain?Usage of LangChain Framework? How it works?Integrating the
  LangChain Framework with LLM Model.Understand about the Langchain pipelin
 e end points\, Chains & Prompt Template.Hands-on: Create the simple LLM La
 ngchain using the HuggingFace API InterfaceHands-on: Create the Langchain 
 framework including with promptTemplate\, AutoTokenizer & LLM Chain interf
 acing with HuggingFace API InterfaceGenAI – Retrieval Augmented Generati
 on (RAG)Explore the different tools in LangChain and initialise an agent t
 hat uses the tools to read different types of files or data present in the
  company databaseBuild the backend for the system using Vectorstore option
 s present in LangChain Divide the documents into chunks and apply the LLM 
 to create the embeddings. Extract entity for the chunks of document and st
 ore them in the VectorstoreConstruct the Search Index and Entity Store and
  create a functionality to update it with every question that the user ask
 sUse the Chain functionality of LangChain to connect all the componentsHan
 ds-on: Create your simple RAG pipeline with FAISS Vector Store similarity 
 search using OpenAI API or HuggingFace End-point API Interface.Hands-on: C
 reate your own Retrieval QA End-to-End RAG pipeline using OpenAI/HuggingFa
 ce API.GenAI Advanced- LangGraph & VectorDB/ChromaDBBuild an agent from sc
 ratch\, and understand the division of tasks between the LLM and the code 
 around the LLM.Integrate agentic search capabilities to enhance agent know
 ledge and performance.Learn how agentic search retrieves multiple answers 
 in a predictable format\, unlike traditional search engines that return li
 nks.Incorporate human-in-the-loop into agent systemsHands-on: Create your 
 own Retrieval pipeline using ChromaDB to store the pdf embedding chunks.Ad
 d-on: Hugging Spaces- Knowledge to deployHow to use the Llama & other popu
 lar LLM models in HuggingFace Spaces. How to create the new workspace and 
 initializing your repository?Hands-on: Build and deploy your own GenAI App
 lication in Hugging Face Spaces using Streamlit.Professional NetworkingCon
 nect with industry experts and fellow professionalsStay updated with the l
 atest tools\, trends and hiring insightsCertificationAll participants will
  receive a globally recognized hardcopy certificate after the workshop.Eli
 gibility:Open to AllB.Tech\, B.E.\, M.B.B.S.\, BCA\, MCA\, MS\, MD\, B.Sc 
 IT\, M.Sc IT\, Biomedical\, Bio-Technology\, BBA\, MBA\, B.A.\, hobbyists 
 and more.Key Benefits:✔️ Hands-on workshop with real-world use cases
 ✔️ Industry-driven curriculum✔️ Exposure to leading tech tools and
  AI applications✔️ Mentorship from domain experts✔️ Networking opp
 ortunities with professionals\n\nBoletos: https://www.district.in/events/m
 astering-generative-agentic-ai-2-days-workshop-at-iiit-bengaluru-nov14-202
 6-buy-tickets
URL;VALUE=URI:https://360exp.net/events/f0473293-1cb6-4fa6-9079-519d9dc2945
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