hausuresh / GCP_ML

google cloud machine learning engineer

GCP ML Engineer

My notes used in preparing Google Professional Machine Learning Engineer Exam. I have the Google Cloud Professional Machine Learning Engineer certification now! 🏆

Here is my Certificate

AI platform

• Custom Containers in AI platform
• Monitoring & Evaluation
• Built-in algorithms
• AI platform- Model explanation
• AI Platform Prediction
  • Online versus batch prediction
  • Custom Prediction Routine with Code
• What-If tool with titanic dataset

Pre-Trained models

• Auto ML & ML APIs
  • AUTO ML
  • Image
  • Video
  • Text
  • Recommendation AI

Big Query

• Basics of Big Query & BQML

DS Concepts

• Loss Functions
• Performance Matrix for Binary classification

ML-ops

• Conatiners Basics
• Distributed hyperparameter tuning on AI platform with code
• Kubeflow Pipeline
• TFX

System design

• Consideration during ML system design
  • Component of ML system
  • Design decision
  • Performance decision
  • Distributed training
  • Faster input pipeline
  • Optimzing Tensorflow for mobile

TensorFlow

• Tensorflow Transform
• Wide and Deep model for structure data
  • Dataset API
  • Distributed Strategy
  • Tensorflow Profiler
  • Wide and Deep model
  • Feature crossing
• Tensorflow Serving with code