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NVIDIA-Certified Associate: Generative AI and LLMs CERT PREP COURSE
WELCOME! AND GUIDE TO GETTING THE MOST FROM THIS COURSE
COURSE OUTLINE (1:46)
HOW I WILL HELP YOU MASTER THIS CERT (1:37)
INTRODUCTION (0:57)
INSTALLING NVIDIA AI WORKBENCH (1:30)
GETTING STARTED WITH NVIDIA AI WORKBENCH (14:22)
NEW TO COMPUTING? START HERE!
WHAT IS PROMPT ENGINEERING? - IN SIMPLE TERMS (6:28)
HOW GPT'S WORK - IN SIMPLE TERMS (13:43)
AI ROLES AND RESPONSIBILITIES (1:43)
Section summary
GETTING STARTED WITH AI - QUIZ
AI FUNDAMENTALS
INTRODUCTION TO AI (3:18)
GPU'S AND THE BENEFITS THEY PROVIDE (7:32)
THE CHALLENGES FACING AI PROJECTS (2:49)
AI WORKFLOW (4:17)
AI STORAGE (7:38)
AI DEPLOYMENT STRATEGIES (6:56)
AI DATA VISUALIZATION (9:28)
AI FUNDAMENTALS - QUIZ
GENERATIVE AI - FUNDAMENTALS
INTRODUCTION TO GENERATIVE AI (8:27)
HOW "ATTENTION" WORKS IN GENERATIVE AI (2:16)
NATURAL LANGUAGE PROCESSING (5:39)
INTRODUCTION TO VECTORS AND WORDS (5:54)
AI VECTOR DATABASES (7:59)
NLP Metrics (2:24)
ENERGY EFFICIENT COMPUTING (6:46)
TRAINING AND FINE TUNING (24:01)
PROMPT ENGIINEERING (44:20)
HYPER-PARAMETERS (5:09)
LIVE LAB:UNDERSTANDING HYPERPARAMETERS (29:19)
LLM-METRICS (1:10)
GENERATIVE AI - QUIZ
CREATING GENERATIVE AI SOLUTIONS WITH NVIDIA TOOLS
NVIDIA DATA CENTRE PLATFORM (11:01)
NVIDIA SOFTWARE ECOSYSTEM (10:40)
NVIDIA AI WORKBENCH PROJECT - RAPIDS CuDF (10:24)
NVIDIA REFERENCE ARCHITECTURES (17:53)
TRAINING OPTIMIZATION (1:47)
DEPLOYMENT AND INFERENCING (22:27)
INTERENCE OPTIMIZATION (1:34)
INTRODUCTION TO RAG WORKFLOWS (5:45)
NVIDIA AI WORKBENCH PROJECT - HYBRID RAG (8:42)
NVIDIA TOOLS AND SERVICES - QUIZ
MANAGING GENERATIVE AI SOLUTIONS AT SCALE
DISTRIBUTED PROCESSING (6:50)
AI CLUSTER DEPLOYMENT AND MANAGEMENT (5:04)
FINAL EXAM PREP
TACKLING QUESTION SCENARIOS (16:26)
NVIDIA TOOLS AND SERVICES - WHEN TO APPLY (6:18)
NCA PREP - EXAM ONE
NCA PREP - EXAM TWO
NCA PREP - EXAM THREE
THINGS TO REMEMBER FOR THE EXAM (3:27)
TRAINING OPTIMIZATION
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