GitHub |
|
Udemy: GitHub Ultimate: Master Git and GitHub - Beginner to Expert
|
|
Python |
・DataCamp: Data Scientist with Python ・DataCamp: Importing & Cleaning Data with Python ・DataCamp: Statistics Fundamentals with Python
|
Udemy: REST APIs with Flask and Python
|
Udemy: NLP - Natural Language Processing with Python
|
R |
DataCamp: Data Scientist with R
|
Coursera: R Programming
|
|
SQL |
DataCamp: Introduction to SQL
|
A Cloud Guru: Database Administration and SQL Language Basics
|
|
PySpark |
DataCamp: PySpark Training Pre-work
|
Udemy: Spark and Python for Big Data with PySpark
|
|
DataBricks |
|
Udemy: Azure Cloud Azure Databricks Apache Spark Machine learning
|
|
C/C++ |
|
|
edX: Professional Certificate in C Programming with Linux
|
TensorFlow |
Udacity: Intro to TensorFlow for Deep Learning
|
Coursera: Natural Language Processing in TensorFlow
|
|
Tableau |
|
Udemy: Tableau 2020 A-Z: Hands-On Tableau Training for Data Science
|
|
#2. Methods & Use Cases |
|
|
|
Methods |
Core |
Intermediate |
Advanced |
--- |
--- |
--- |
--- |
(Un)Supervised Learning |
・DataCamp: Machine Learning Fundamentals with Python
|
・DataCamp: Machine Learning Scientist with Python ・Coursera: Machine Learning ・Coursera: Machine Learning Foundations: A Case Study Approach
|
・Coursera: Machine Learning
|
Feature Engineering |
・DataCamp: Feature Engineering for Machine Learning in Python
|
|
|
Reinforcement Learning |
|
・Udemy: Artificial Intelligence: Reinforcement Learning in Python
|
・Stanford University: Reinforcement Learning
|
Time Series |
|
・Coursera: Practical Time Series Analysis
|
|
Deep Learning |
|
・Coursera: TensorFlow Developer Professional Certificate
|
・Cousera: Deep Learning Specialization
|
Experimental Design (A/B Testing) |
・Udemy: A/B Testing and Experimentation for Beginners
|
|
|
AI For Everyone |
・Coursera: AI For Everyone ・DataCamp: Machine Learning for Business ・DataCamp: Data Science for Business
|
・Data 100: Principles and Techniques of Data Science ・MIT OpenCourseWare: Introduction to Computational Thinking and Data Science
|
|
Forecasting |
|
・DataCamp: Forecasting in R ・DataCamp: ARIMA Models in R ・DataCamp: Forecasting Product Demand in R
|
|
Statistics |
・DataCamp: Statistics Fundamentals with Python
|
|
|
Marketing Analytics |
・DataCamp: Marketing Analytics with Python ・Coursera: Business Analytics Specialization on Coursera
|
|
|
#3. Cloud |
|
|
|
Cloud |
Beginner |
Proficient |
Expert |
--- |
--- |
--- |
--- |
AWS |
・Udemy: AWS Essentials ・Cloud Academy: AWS Cloud Practitioner Certification Preparation
|
・Cloud Academy: AWS Solutions Architect – Associate Certification Preparation for AWS ・A Gloud Guru: AWS Certified Solutions Architect Associate
|
・Cloud Academy: Solutions Architect – Professional Certification Preparation for AWS
|
Azure |
・Azure Fundamentals Learning path ・Udemy: Azure Fundamentals: AZ-900 Certification +Practice Questions ・Cloud Academy: AZ-900 Exam Preparation: Microsoft Azure Fundamentals
|
・Learning path for Azure Data Scientist ・Learning path for Azure Data Engineer ・Cloud Academy: DP-200 Exam Preparation: Implementing an Azure Data Solution
|
・Learning path for Azure Solutions Architect ・Udemy: Microsoft AZ-304 Certification: Azure Architect Design ・Cloud Academy: AZ-300 Exam Preparation: Technologies for Microsoft Azure Architects
|
GCP |
・Coursera: Google Cloud Platform Fundamentals: Core Infrastructure ・Udemy: Google Certified Associate Cloud Engineer Certification ・Cloud Academy: Google Associate Cloud Engineer Exam Preparation
|
・Cloud Academy: Google Data Engineer Exam – Professional Certification Preparation
|
・Udemy: Ultimate Google Certified Professional Cloud Architect 2020 ・Cloud Academy: Cloud Architect – Professional Certification Preparation for Google
|
#4. Others |
|
|
|
|
Core |
Intermediate |
Advanced |
--- |
--- |
--- |
--- |
Docker |
Udemy: Docker Mastery: with Kubernetes +Swarm from a Docker Captain
|
|
|
Kubernetes |
Linux Foundation: Kubernetes Fundamentals
|
Linux Foundation: Kubernetes for Developers
|
|
Agile |
・Udemy: Agile Foundations - getting to Done ・SoftEd: Agile Fundamentals
|
|
|
Kanban |
・Udemy: Getting Things Done with Kanban
|
|
|
Design thinking |
・Coursera: Design Thinking for Innovation
|
|
|