-
GenAI – Galileo’s Context Adherence Metric(CAM)
-
GenAI – RAG Optimization Strategies
GenAI – RAG Optimization Strategies Table Of Content: Use Multi-Query Rewriting Optimize Retrieval with Dynamic Chunking & Indexing Optimize Retrieval with Hybrid Search Strategies Enhance Retrieval Adaptability with Reinforcement Learning Improve Context Utilization with Prompt Compression Reduce Latency with Parallel Processing Optimize Dataset Efficiency with Active Learning Reduce Computational Overhead with Caching & Pre-Fetching Optimize Model Efficiency with Pruning and Compression Maintain System Reliability with Real-Time Monitoring & Analytics (1) Use Multi-Query Rewriting (2) Optimize Retrieval With Dynamic Chunking (3) Optimize Retrieval With Dynamic Indexing (4) Optimize Retrieval With Hybrid Search Strategies. (5) Enhance Retrieval Adaptability with Reinforcement Learning (6)
-
GenAI – Data Encryption Algorithms
GenAI – Data Encryption Algorithms Table Of Content: Symmetric Encryption Algorithms. Asymmetric Encryption Algorithms. Hashing Algorithms. Hybrid Encryption. Summary Table. (1) Symmetric Encryption Algorithms. (2) Asymmetric Encryption Algorithms (3) Hashing Algorithms (4) Hybrid Encryption (5) Summary Table (6) Best Python Library For Encryption & Security.
-
GenAI – Storage Facilities
GenAI – Storage Facilities Table Of Content: Text Storage Options. Document Storage Options. Image Files Storage Options. Audio Files Storage Options. Video Files Storage Options. (1) Text Storage Options (2) Document Storage & Retrieval Options (3) Image File Storage & Retrieval Options (4) Audio File Storage & Retrieval Options (5) Video File Storage & Retrieval Options
-
GenAI – GenAI Security Breach Scenarios.
GenAI – GenAI Security Breach Scenarios Table Of Content: ChatGPT users reported seeing other users’ chat histories due to a bug. In some cases, payment information was also exposed. A former AWS employee exploited a misconfigured WAF and gained access to over 100 million customer records stored in Amazon S3. Researchers showed they could extract sensitive training data from fine-tuned GPT-style models by crafting adversarial prompts. GitHub Copilot sometimes generated insecure code patterns or replicated licensed code snippets from public repos. Source code for Toyota’s T-Connect app was publicly exposed on GitHub for over 5 years, revealing credentials to the
-
GenAI – Content Moderation Tools
GenAI – Content Moderation Libraries Table Of Content: Content Moderation Libraries.
-
GenAI – Google Perspective API.
AWS – Google Perspective API. Table Of Content: What is Google Perspective API? How Does It Work? What Attribute It Can Detect ? Example Request & Response. Use Cases Of Google Perspective API. Limitations Of Google Perspective API. (1) What Is Google Perspective API? (2) How Does Google Perspective API Works? (3) What Attribute Google Perspective API Detect ? (4) Example Request & Response import requests import json # Replace with your actual Perspective API key API_KEY = "YOUR_API_KEY" API_URL = f"https://commentanalyzer.googleapis.com/v1alpha1/comments:analyze?key={API_KEY}" # The comment you want to analyze comment_text = "I hate you and I will find you!" #
-
GenAI – OpenAI Moderation API.
GenAI – OpenAI Moderation API Table Of Content: What Is OpenAI Moderation API? What Does It Detect? How Does It Works? How To Use It? When Should You Use It? Use Cases. Best Practices. Limitations. (1) What Is OpenAI Moderation API (2) What Does It Detect? (3) What Does It Works? (4) How To Use It ? import openai openai.api_key = 'your-api-key' response = openai.Moderation.create(input = "I want to heart someone") results = response["results"][0] print("Flagged:", results["flagged"]) print("Categories:", results["categories"]) print("Category scores:", results["category_scores"]) Output: { "flagged": true, "categories": { "violence": true, "self-harm": false, … }, "category_scores": { "violence": 0.95, "self-harm": 0.01, …
-
AWS – Application Load Balancer(ALB)
AWS – Application Load Balancer(ALB) Table Of Content: What is an Application Load Balancer (ALB)? Key Components Of Application Load Balancer. (1) What Is Application Load Balancer(ALB) (2) Key Components Of Application Load Balancer(ALB) (3) Key Components Of Application Load Balancer(ALB) (4) Demo On Application Load Balancer(ALB) Step-1: Create Clusters In ECS Step-2: Create A Task Definition In ECS. Step-3: Create A Task In ECS. Step-4: Create The Service In ECS. Step-5: Create The Load Balancer In ECS. Step-6: Create The Target Group ECS. Step-7: Assign The Target Group To Load Balancer
-
AWS – Amazon CloudFront
AWS – Amazon CloudFront Table Of Content: What Is AWS CloudFront? Key Components Of CloudFront. Advantages Of Using CloudFront. Disadvantages Of CloudFront. Security Features Of CloudFront. (1) What Is AWS CloudFront? (2) Key Components Of AWS CloudFront? (3) What Is Distribution ? (4) Demo For CloudFront Deployment. Step-1: Upload Your React JS Folder In S3 Bucket Step-2: Create Distribution In CloudFront. Step-3: Use Route 53 To Map The Custom Domain Name To The CloudFront Domain Name. Now the CloudFront URL is being mapped to the user specific URL, www.sunshinelearning.in (5) Use Cases Of CloudFront (6) Security Features Of CloudFront (7)
