Good References About GCP for ML Engineer

• GCP Updates and Use Cases

  • Google Cloud blog
  • Google Cloud big data product list
  • Google Cloud customers and case studies

• On-premise's workloads Migration to GCP

  • Migrating Hadoop to Google Cloud
  • Database release log
  • Dataproc release log

• DataPipeline Tools

  • Cloud Pub/Sub Documentation + release blog
  • Cloud Dataflow Documentation + release blog + templates
  • Data Studio Documentation + templates
  • BigQuery - Scheduling queries
  • BigQuery ML - Creating a k-means clustering model
  • Blog Post: Building a data science team
  • Blog Post: Ten roles for your data science team

• Build ML models on GCP

  • Cloud AutoML
  • BigQuery ML
  • Building custom ML models with TensorFlow

• Sample Resource at training-data-analyst

  • Machine Learnning
    • courses/machine_learning/deepdive2/launching_into_ml/labs/decision_trees_and_random_Forests_in_Python.ipynb
    • courses/machine_learning/deepdive2/launching_into_ml/labs/improve_data_quality.ipynb
    • courses/machine_learning/deepdive2/launching_into_ml/labs/intro_linear_regression.ipynb
    • courses/machine_learning/deepdive2/launching_into_ml/labs/intro_logistic_regression.ipynb
    • courses/machine_learning/deepdive2/launching_into_ml/labs/decision_trees_and_random_Forests_in_Python.ipynb
    • courses/machine_learning/deepdive2/launching_into_ml/labs/python.BQ_explore_data.ipynb
  • TensorFlow (lower layer code)
    • courses/machine_learning/deepdive2/introduction_to_tensorflow/labs/tensors-variables.ipynb
    • courses/machine_learning/deepdive2/introduction_to_tensorflow/labs/write_low_level_code.ipynb
  • Load data into tf.data
    • courses/machine_learning/deepdive2/introduction_to_tensorflow/labs/load_images_tf.data.ipynb
    • courses/machine_learning/deepdive2/introduction_to_tensorflow/labs/load_diff_filedata.ipynb
    • courses/machine_learning/deepdive2/introduction_to_tensorflow/labs/feat.cols_tf.data.ipynb
  • TFRecord and tf.example
    • courses/machine_learning/deepdive2/introduction_to_tensorflow/labs/tfrecord-tf.example.ipynb
    • courses/machine_learning/deepdive2/introduction_to_tensorflow/labs/2_dataset_api.ipynb