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https://github.com/dr-saad-la/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.
https://github.com/dr-saad-la/codelabs

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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.

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README

        

# 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](https://dr-saad-la.github.io/)

## Table of Content

### Integrated Development Environment (IDEs)
- [Visual Studio Code](#visual-studio-code)
- [PyCharm](#pycharm)
- [RStudio](#rstudio)
- [IntelliJ IDEA](#intellij-idea)
- [Jupyter Notebook](#jupyter-notebook)

### Text Editors
- [Vim](https://dr-saad-la.github.io/codelabs/codelabs/vim-essential-settings/#0)
- [Sublime Text](#sublime-text)
- [Text Mate](#text-mate)
- [Emacs](#emacs)
- [Notepad++](#notepad)

## Programming Languages

### Python
- [Python Environment Setup](https://dr-saad-la.github.io/codelabs/codelabs/python-tutorial/#0)

### R

### Julia

### Rust

### C/C++

### Java

### Scala

### Haskell

### Bash

## Data Science

### Data Engineering

#### Programming Based Tools

1. [Apache Airflow](https://dr-saad-la.github.io/codelabs/codelabs/airflow-setup/#0)
2. [Apache Spark](https://dr-saad-la.github.io/codelabs/codelabs/spark-setup/#0)
3. [Google Cloud Dataflow](https://dr-saad-la.github.io/codelabs/codelabs/dataflow-setup/#0)
4. [Informatica](https://dr-saad-la.github.io/codelabs/codelabs/informatica-setup/#0)
5. [IBM DataStage](https://dr-saad-la.github.io/codelabs/codelabs/datastage-setup/#0)

#### Graphical User Interface Based Tools

1. [KNIME](https://dr-saad-la.github.io/codelabs/codelabs/knime-setup/#0)
2. [Apache NiFi](https://dr-saad-la.github.io/codelabs/codelabs/nifi-setup/#0)
3. [Talend](https://dr-saad-la.github.io/codelabs/codelabs/talend-setup/#0)
4. [Pentaho Data Integration (PDI)](https://dr-saad-la.github.io/codelabs/codelabs/pentaho-setup/#0)
5. [Alteryx](https://dr-saad-la.github.io/codelabs/codelabs/alteryx-setup/#0)
6. [Microsoft Azure Data Factory](https://dr-saad-la.github.io/codelabs/codelabs/azure-data-factory-setup/#0)
7. [StreamSets Data Collector](https://dr-saad-la.github.io/codelabs/codelabs/streamsets-setup/#0)

#### Hybrid Tools (Both GUI and Programming Interfaces)

1. [Apache Flink](https://dr-saad-la.github.io/codelabs/codelabs/flink-setup/#0)
2. [Apache Kafka](https://dr-saad-la.github.io/codelabs/codelabs/kafka-setup/#0)
3. [Apache Beam](https://dr-saad-la.github.io/codelabs/codelabs/beam-setup/#0)
4. [Talend](https://dr-saad-la.github.io/codelabs/codelabs/talend-setup/#0)

## 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

---

## Copyright

![Creative Commons Logo](https://licensebuttons.net/l/by-nc/4.0/88x31.png)

**© 2024 Saad Laouadi.** This work is licensed under a [Creative Commons Attribution-NonCommercial 4.0 Generic (CC BY-NC 4.0) Licence](https://creativecommons.org/licenses/by-nc/4.0/).

Visit the website: [dr-saad-la.github.io](https://dr-saad-la.github.io/)