Codelabs

This repository contains a collection of interactive tutorials and hands-on coding exercises designed to help you learn and master various programming concepts and technologies. Each codelab provides step-by-step instructions, practical examples, and challenges to enhance your coding skills.

Data Science and Computing Versity

Data Science and Computing Versity Resources

Table of Content

Integrated Development Environment (IDEs)

• Visual Studio Code
• PyCharm
• RStudio
• IntelliJ IDEA
• Jupyter Notebook

Text Editors

• Vim
• Sublime Text
• Text Mate
• Emacs
• Notepad++

Programming Languages

Python

• Python Environment Setup

R

Julia

Rust

C/C++

Java

Scala

Haskell

Bash

Data Science

Data Engineering

Programming Based Tools

1. Apache Airflow
2. Apache Spark
3. Google Cloud Dataflow
4. Informatica
5. IBM DataStage

Graphical User Interface Based Tools

1. KNIME
2. Apache NiFi
3. Talend
4. Pentaho Data Integration (PDI)
5. Alteryx
6. Microsoft Azure Data Factory
7. StreamSets Data Collector

Hybrid Tools (Both GUI and Programming Interfaces)

1. Apache Flink
2. Apache Kafka
3. Apache Beam
4. Talend

Data Manipulation

Data Exploration

Data Visualization

Statistical Analysis

Machine Learning

Machine Learning Frameworks

Hyperparameter Tuning ML Models

Automating Machine Learning Models

Deep Learning

Deep Learning Frameworks

Tensorflow

PyTorch

FastAI

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Copyright

© 2024 Saad Laouadi. This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 Generic (CC BY-NC 4.0) Licence.

Visit the website: dr-saad-la.github.io