/google_cloud_AI_ML

This repository contains code to learn AI and ML on Google Cloud Platform

Primary LanguageJupyter Notebook

google_cloud_AI_ML

This repository contains code to learn AI and ML on Google Cloud Platform

Detailed code walkthrough of different Google Cloud AI services available in this repo can be found in my video playlist - https://www.youtube.com/playlist?list=PL3N9eeOlCrP6Nhv4UFp67IsQ_TVDpXqXK

GCP AI Project Details

Project 1 - Telecom Churn on AI Platform Notebook and AI Platform Prediction

In this project we will be building a scikit learn model using AI Platform Notebook and deploying it on AI Platform prediction service

Project 2 - Model Deployment on Google Cloud Platform

In this project we will be deploying machine learning models on Google Cloud Serverless platform (Cloud Run) and Google Cloud App Engine

Project 3 - Building Time Series model using BigQuery ML and Data Analysis using Cloud Datastudio

In this project we will be analyzing SFO bikeshare dataset and building multiple time series model using BigQuery ML

Project 4 - Image Classification using Google Cloud AutoML Vision

In this project we will be training image classifier using Google Cloud ML Vision on Kaggle Cassava Leaf Disease detection dataset

Project 5 - Logistics Regression and Feature Engineering using BigQuery ML

This project is end to end demo of using BigQuery ML for feature engineering and for building Logistics Regression model

Quick Start Projects to learn GCP

Speech to Text API - https://www.youtube.com/watch?v=ZkTiKPUSYj4

Big Query Data Q&A - https://www.youtube.com/watch?v=nhAm7q826qk

Google Cloud Data Products Overview and Professional ML Engineer Certification Discussion - https://www.youtube.com/watch?v=pIzX7wk56iA&list=PL3N9eeOlCrP6Nhv4UFp67IsQ_TVDpXqXK&index=9

Google Cloud AI Platform overview - https://www.youtube.com/watch?v=dx5kyKZ7Q0I

Google data studio getting started - https://www.youtube.com/watch?v=DMRC90qvwFo