Be productive day one

This video course will show you how to start your first day as a data scientist. Topics Covered Include:

• 02:02 Data Science Project Structure Overview
• 05:15 Create Github Repo
• 07:28 Launch Github Codespaces
• 11:34 Using Colab Notebook
• 12:47 Using TOC in Colab Notebook
• 14:43 Saving notebook to Colab to Github
• 19:52 Ingesting CSV files into Colab
• 22:31 Describing Data using df.describe()
• 24:30 Plotting data with seaborn
• 28:30 lmplot
• 29:30 Comparing cumulative deaths in Covid19 plot by state
• 32:40 Merging Pandas Dataframe with election and Sugar Consumption
• 37:38 Exporting CSV file and uploading to Github from Colab result
• 39:27 Continuous Integration of Jupyter Notebook with Github Actions
• 40:44 Create Makefile
• 44:32 Using Github Actions to test Jupyter via nbval plugin
• 45:43 Using Github Status Badge for Jupyter Notebook test run pass

• Create a Github Repo and launch it in a Codespaces instance
• Create a Jupyter Notebook and save it to a Colab instance
• Ingest Data from a CSV file into a Jupyter Notebook
• Do EDA
• Build and test your data science project with Github Actions and nbval

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• AWS Solutions Architect Professional Course
• Github Actions and GitOps in One Hour Video Course
• Jenkins CI/CD and Github in One Hour Video Course
• AWS Certified Cloud Practitioner Video Course
• Advanced Testing with Pytest Video Course
• AWS Solutions Architect Certification In ONE HOUR
• Python for DevOps Master Class 2022: CI/CD, Github Actions, Containers, and Microservices
• MLOPs Foundations: Chapter 2 Walkthrough of Practical MLOps
• Learn Docker containers in One Hour Video Course
• Introduction to MLOps Walkthrough
• AZ-900 (Azure Fundamentals) Quick reference guide
• 52 Weeks of AWS Episode 8: Infrastructure as Code with CDK and AWS Lambda
• Learn GCP Cloud Functions in One Hour Video Course
• Python Devops in TWO HOURS!
• MLOps Platforms From Zero: DatMLOps Platforms From Zero: Databricks, MLFlow/MLRun/SKLearn * AWS Machine Learning Certification In ONE HOUR
• Fast, documented Machine Learning APIs with FastAPI
• Zero to One: AWS Lambda with SAM and Python in One Hour
• AWS Storage Solutions 2022: EBS/S3/EFS/Glacier
• Python Bootcamp for Data
• Testing In Python book
• Minimal Python book WT.mc_id=academic-0000-alfredodeza)
• Practical MLOps book
• Python for DevOps-Playlist