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Udemy GenAI Application Architecture Scalable and Secure AI Design - AD-TEAM - 10-17-2024 2.51 GB | 00:10:09 | mp4 | 1280X720 | 16:9 Genre:eLearning |Language:English
Files Included :
1 -Introduction & Course Prerequisites (41.74 MB) 2 -IMPORTANT note and Course Structure (44.89 MB) 1 -GenAI Application Cost Optimization - Right-sizing & Spot Instances & Containers (69.01 MB) 2 -Some Techniques to Reduce Cost (70.72 MB) 3 -Choosing the Right Cloud Platform and Pricing Optimization Summary (12.54 MB) 1 -Advanced Topics in GenAI App Architecture - XAI Full Overview (77.55 MB) 2 -MLOps and CICD Full Overview and Importance (63.96 MB) 3 -Responsible AI and Ethical Considerations for GenAI Applications (29.27 MB) 4 -Emerging Trends - Full Overview (91.25 MB) 1 -Next Steps (57.13 MB) 1 -GenAI Deep Dive - What is It and Example of GenAI - Real-life Applications (100.83 MB) 2 -The Evolution of AI Architecture - Traditional to Generative AI - Overview (85.02 MB) 3 -GenAI Key Concepts Variational Autoencoders and Generative Adversarial Networks (86.86 MB) 4 -Variational Autoenconders (VAEs) and Generative Adversarial Networks (LLM) (43.24 MB) 5 -Benefits and Challenges of Building GenAI Applications (67.76 MB) 1 -Check in (20.96 MB) 2 -The LGPL Architecture Deep Dive - Why GenAI Application Architecture is a Must (61.14 MB) 3 -The LGPL Architecture and Layers - Overview (49.85 MB) 4 -Gates (46.45 MB) 5 -Pipes (41.43 MB) 6 -Loops and Bringing it All Together - The Whole LPGL Architecture Overview (82.98 MB) 7 -Hands-on - Simple Gates Simulation - Python console Program (45.51 MB) 8 -Hands-on - Simulate Feedback Loop (38.34 MB) 9 -Hands-on - Full Simulation Including all Architecture Layers (89.58 MB) 1 -Building Scalable GenAI Applications - Introduction & Infrastructure Selection (174.77 MB) 2 -Containerization & Docker Crash Course (131.94 MB) 3 -Microservices vs Monolith Architecture (53.3 MB) 4 -Load Balancing and Fault Tolerance working Together - Full overview (94.84 MB) 5 -Load Balancing and Fault Tolerance - Full Overview (35.21 MB) 1 -Leveraging the Cloud for Scalable GenAI Applictions - Introduction (12.81 MB) 2 -The Cloud Advantage for GenAI Applications (69.72 MB) 1 -Building Resilient GenAI Applications - Error Handling & Exception Management (36.98 MB) 2 -Error Logging - Cascading Failure Prevention & Retry Logic for Corrective Action (23.64 MB) 3 -Monitoring and Logging and Alerting (50.25 MB) 4 -Diagrams for Monitoring - Log Processing and Alert Systems (45.22 MB) 1 -Disaster Recovery and High Availability Strategies - Introduction to DR (30.89 MB) 2 -High Availability and Disaster Recovery in Action - AWS Support for DR and HA (80.82 MB) 3 -Case Study 1 - Realtime Trading System - Full GenAI Application Architecture (149.88 MB) 4 -Case Study 2 - Your Turn - GenAI System for Diagnosis Recommendation System (15.19 MB) 1 -Security Threats in GenAI Applications - Model Hijacking and Privacy Leakage (58.63 MB) 2 -Deepfakes - Evasion Attacks - Insider Threats - Adversarial Attack (66.71 MB) 3 -Adversarial Attacks Solution - XAI (Explainable AI) (25.95 MB)
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