Singapore AI topics

Python [[restricted-area-for-courses:ict:python|]]

R Language [[restricted-area-for-courses:ict:r_language|]]

Scala [[restricted-area-for-courses:ict:scala|]]

Java [[restricted-area-for-courses:ict:java|]]

C [[restricted-area-for-courses:ict:c_language|]]

C++ [[restricted-area-for-courses:ict:c_plus_plus|]]

C# [[restricted-area-for-courses:c_sharp|]]

Go [[restricted-area-for-courses:ict:go_golang|]]

Understand data pre-processing (handling missing data, outliers etc...) 

[[restricted-area-for-courses:ict:data_preprocessing|]]

Able to build machine learning models and data pipelines to train and build your models

[[restricted-area-for-courses:ict:machine_learning_pipeline|]]

Able to perform code documentation (Readme, docstrings and requirements.txt)

[[restricted-area-for-courses:ict:code_documentation|]]

Able to deploy your models in Docker containers

[[restricted-area-for-courses:ict:deploying_models_in_docker|]]

Able to provision and use cloud computing infrastructure such as Microsoft Azure, Good Cloud or Amazon Web Services

[[restricted-area-for-courses:cloud_computing:azure|]]

[[restricted-area-for-courses:cloud_computing:aws:what_is_aws|]]

[[http://atrc.net.pk/dokuwiki/doku.php?id=restricted-area-for-courses:cloud_computing:aws:start&do=index|Other AWS Pages]]


Able to do Linux shell scripting

[[restricted-area-for-courses:linux:shell_programming|]]

Able to use at least one of the following database and data processing technologies such as SQL, NoSQL,

[[restricted-area-for-courses:databases:no-sql|]]

[[http://atrc.net.pk/dokuwiki/doku.php?id=restricted-area-for-courses:databases:no-sql&do=index|Other No SQL pages]]

Apache Hadoop or Apache Spark

[[restricted-area-for-courses:hadoop|]]

[[restricted-area-for-courses:apache_spark|]]

Able to use GitHub/GitLab and perform proper code check-in/out and repository 

[[restricted-area-for-courses:git_and_github|]]