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EXPLAINABILITY
PDP - PARTIAL DEPENDENCE PLOTS
LEGAL DOCUMENTS STUDY
SUMMARIZATION CHATBOT
20 CATEGORIES HUMAN GENES
DECISION TREES
PLANT DISEASES
ACCURACY
SMALL LLM OUTPUTS WRITTEN IN SPECIFIC LANGUAGE
ADJUST THE PROMPT
1GB PROCESSING TIME 1 HOUR NEAR REAL TIME
ASYNCHRONOUS INFERENCE
TRAIN LLM BUT NOT FROM SCRATCH
TRANSFER LEARNING
EYEWARE
HUMAN IN THE LOOP VALIDATION
ENCRYPTION S3 BUCKET - BEDROCK MODEL
BEDROCK - ASSUMES THE CORRECT ROLE
EDGE DEVICE LLMS
OPTIMIZED SLMS
SHARE AND MANAGE VARIABLES - AMAZON SAGEMAKER
SAGEMAKER FEATURE STORE
DEVELOPER PRODUCTIVITY
AMAZON Q - SOFTWARE SNIPPETS
NO DATA ALLOWED ON INTERNET
AWS PRIVATELINK
GREEN, YELLOW MARBLES PROBABILITY
SIMPLE RULES TO CALCULATE
Runtime Efficiency Metrics
Average Response Time
CONTACT CENTER CUSTOMER CONVERSATIONS AUDIO FILES ANALYZE.
AWS TRANSCRIBE
PETABYTES..AD CAMPAIGN. UNLABELED
UNSUPERVISED LEARNING
SEARCH - TEXT AND IMAGES
MULTIMODAL EMBEDDING MODEL
FINE TUNE FOUNDATIONAL MODEL
LABELED DATA WITH PROMPT FIELD AND COMPLETION FIELD
AI TO PROTECT FROM THREATS, IP - SUSPICIOUS
ANOMALY DETECTION
AMAZON OPENSEARCH - VECTOR DATABASE APPS
SCALABLE INDEX AND NEAREST NEIGHBOUR SEARCH CAPABILITY
USE CASE OF GENAI
PHOTOREALISTIC IMAGES
HOW MUCH INFO CAN FIT INTO ONE PROMPT
CONTEXT WINDOW
ADHERE TO COMPANY TONE
EXPERIMENT AND REFINE THE PROMPT UNTIL DESIRED
SENTIMENT ANALYSIS..CLASSIFY AS POSITIVE AND NEGATIVE
POSITIVE AND NEGATIVE LABELS IN PROMPT (FOLLOWED BY NEW TEXT PASSAGE TO BE CLASSIFIED)
IDENTIFY UNAUTHORIZED USE
CLOUDTRAIL
NO UNDERLYING INFRASTRUCTURE
SAGEMAKER SERVERLESS INFERENCE
ISVs - INDEPENDENT SOFTWARE VENDORS
ARTIFACT
29..PREVENT EXPOSE SENSITIVE INFORMATION
PROMPT TEMPLATE - DETECT ATTACK PATTERNS
security scoping matrix..MOST OWNERSHIP
No THIRD PARTY..CUSTOMER OWNS - FROM SCRATCH
ANIMAL PHOTOS…AUTOMATIC DETECTION
OBJECT DETECTION
BEDROCK..WITHOUT LONG TERM COMMITMENT..LIMITED BUDGET
ON-DEMAND
QUICKLY DEPLOY AND CONSUME FM IN VPC
SAGEMAKER JUMPSTART
SECURELY USE BEDROCK
IAM, LEAST PREVILEGE
EMPLOYEES..MINIMAL EXPERIENCE
GENERATIVE PRE-TRAINED TRANSFORMERS(gpt)
36)NEW OBJECTS detection IN IMAGE USES
INFERENCE
BIAS IN THE HUMAN IMAGES…HOW TO ADDRESS
DATA AUGMENTATION FOR IMBALANCED CLASSES
TITAN FM..SUPPLEMENT DATA BY COMPANY PRIVATE DATA SOURCES
CREATE BEDROCK KNOWLEDGE BASE
MEDICAL COMP. NEEDS TRANSPARENCY TO MEET REGULATORY REQ.
SIMPLE METRICS, REPORTS SAGEMAKER CLARIFY.
SAGEMAKER JUMPSTART MODEL..MUST COMPLY MULTIPLE REGULATORY FRAMEWORKS.
THREAT DETECTION
DATA PROTECTION
INCREASE ACCURACY TO SPECIFIC ACCEPTANCE LEVEL
INCREASE EPOCHS
DECREASE NU OF EMPLOYEES.
LOOK AT AHT OR AVERAGE CALL DURATION.
AMAZON CLARIFY
ADDRESSES BIAS DURING DATA PREP
PREDICT PRICES..NOT WORKING WELL IN PRODUCTION.
INCREASE THE VOL OF DATA USED IN TRAINING.
CUSTOMER SENTIMENTS BASED ON CUSTOMER REVIEWS
AMAZON COMPREHEND, BEDROCK
PRODUCT MANUALS PDF
UPLOAD TO BEDROCK KNOWLEDGE BASE
CONTENT MODERATION - LEAST EFFORT
BENCHMARK DATASETS
48)MARKETING CAMPAIGNS..BRAND ALIGNMENT
CREATE EFFECTIVE PROMPTS
LOAN COMPANY..DISCOUNTS
DETECT IMBALANCES DISPARITIES, MODEL BEHAVIOR..TRANSPARENCY..STORMY :)
IMPROVE SUMMARIZATION QUALITY
BUY PROVISIONED THRUPUT
CHOOSE MODEL THAT EMPLOYEES PREFER
HUMAN WORKFORCE
STUDENT COPIES GENAI STUFF..PROBLEM
PLAGIARISM
EC2 WITH LEAST ENVIRONMENTAL EFFECT
EC2 TRN SERIES
STORIES BASED ON CLASSICS STORIES. APPROPRIATE FOR CHILDREN.
GUARDRAILS FOR BEDROCK