MLOPs: THE NASCENT STAGE TECHNOLOGY THAT WILL RULE THE FUTURE

INTRODUCTION
BACKGROUND
ALL ONE NEEDS TO KNOW ABOUT MLOP’S
3.1. PIPELINE FOR MLOPS
LEVELS OF MATURITY
PLATFORMS & TOOLS
DATA PROCESSING TOOLS
6.1. TOOLS FOR DATA PREPROCESSING
6.2. MODELING SOFTWARE
6.3. TOOLS FOR OPERATIONALIZATION
6.4. HOW DO YOU PICK THE BEST TOOLS FOR THE JOB?
MLOPS CHALLENGES
7.1. PIPELINES THAT ARE EFFICIENT
7.2. RE-TRAINING
7.3. NEW DATA MANIPULATION
MONITORING
8.1. DATA MONITORING
8.2. MODEL MONITORING:
THE ADVANTAGES OF MLOP
9.1. COMMUNICATION
9.2. WORKFLOWS THAT ARE REPEATABLE
9.3. REGULATORY COMPLIANCE / GOVERNANCE
9.4. SPECIFIC RECOMMENDATIONS
9.5. REDUCTION IN BIAS
CONCLUSION