From d06c3a56cf024895c35744c52112bd1a7b3225be Mon Sep 17 00:00:00 2001 From: Tijesuni Date: Wed, 23 Oct 2024 19:06:05 +0100 Subject: [PATCH 1/4] Create Data Science Folder Added only the Table of Contents, Beginner level and Tools and Resources --- Data Science/dataScience.md | 62 +++++++++++++++++++++++++++++++++++++ 1 file changed, 62 insertions(+) create mode 100644 Data Science/dataScience.md diff --git a/Data Science/dataScience.md b/Data Science/dataScience.md new file mode 100644 index 0000000..21ba97b --- /dev/null +++ b/Data Science/dataScience.md @@ -0,0 +1,62 @@ +# Data Science Learning Resources + +Welcome to the **Data Science Learning Resources** repository! Here, you'll find a curated list of resources organized from beginner to advanced levels. Whether you're just starting out or looking to advance your skills, these resources will guide you through the journey of becoming a proficient Data Scientist. + +## πŸ“‘ Table of Contents +1. [Beginner Level](#beginner-level) +2. [Intermediate Level](#intermediate-level) +3. [Advanced Level](#advanced-level) +4. [Books](#books) +5. [Tools & Resources](#tools-and-resources) +6. [Contribute](#contribute) + +--- + +## 🟒 Beginner Level + +Start with the basics of Data Science, including data analytics, data visualisation and machine learning. + +### Courses & Tutorials: +- [**Statistics**](https://youtube.com/watch?v=XZo4xyJXCak&list=PL0o_zxa4K1BVsziIRdfv4Hl4UIqDZhXWV) - **Statistics**: Introduction to Statistics. +- [**Charts**](https://365datascience.com/trending/chart-types-and-how-to-select-the-right-one/) - **365 Data Science**: Types of Charts. +- [**Excel for Beginners**](https://w3schools.com/excel/) - **W3Schools**: Excel Tutorials. +- [**SQL for Beginners**](https://w3schools.com/sql/) - **W3Schools**: SQL Tutorials. +- [**Python**](https://datacamp.com/) - **DataCamp**: Python Basics. +- [**Introduction to Data Science**](https://youtu.be/ua-CiDNNj30?si=Mi_vu5JZT95h30la) - **FreeCodeCamp - Youtube**: Introduction to mindfulness and meditation. +- [**Exploratory Data Analysis**](https://geeksforgeeks.com/what-is-exploratory-data-analysis/) - **Geeksforgeeks**: What is Explanatory Data Analysis? + +### Key Concepts: +- [**Data**](https://tutorialspoint.com/computer_fundamentals/computer_data.htm) - Computer Fundamentals: Data and Information. +- [**Data Preparation**](https://datacamp.com/) - Data preparation with pandas. +- [**Data Visualisation**](https://datacamp.com/) - Understanding Data Visualisation Course. +- [**Machine Learning Algorithms**](https://datacamp.com/) - Machine learning. +- [**Data Storytelling**](https://datacamp.com/) - Data Storytelling Concepts. + +--- + +## βš’οΈ Tools and Resources + +Enhance your data science journey with these essential tools and platforms. + +- [**Python**](https://python.org/downloads/) - A high-level programming language. +- [**Anaconda**](https://anaconda.com/download) - A distribution of the Python and R programming languages for scientific compting which includes Jupyter notebook. +- [**Microsoft Excel**](https://microsoft.com/excel) - A spreadsheet editor +- [**Google Sheets**](https://docs.google.com/spreadsheets) - A web-based spreadsheet editor. +- [**MySQL**](https://mysql.com/downloads/) - A Relational Database Management System. +- [**Big Query**](https://console.cloud.google.com/bigquery) - An online platform that can be used for SQL. +- [**Google Colab**](https://colab.research.google.com/) - A hosted jupyter notebook service. +- [**Numpy**](https://numpy.org/doc/) - A Python Library (Numerical Python). +- [**Pandas**](https://pandas.pydata.org/docs/) - A data analysis and manipulation tool, built on Python. +- [**Matplotlib**](https://matplotlib.org/stable/index.html) - A library for creating static, animated and interactive visualisations in Python. +- [**Seaborn**](https://seaborn.pydata.org/) - A Python data visualisation library based on Matplotlib. +- [**Scikit-learn**](https://scikit-learn.org/) - Maching learning in Python. + +--- + +## 🀝 Contribute + +Want to add a resource? Contributions are welcome! Please check out the [CONTRIBUTING.md](./CONTRIBUTING.md) file for guidelines on how to contribute. + +--- + +Feel free to explore and share with your community! πŸš€ \ No newline at end of file From 9d2bcb20235ec7e575557da09cdf30fea29ae724 Mon Sep 17 00:00:00 2001 From: Tijesuni Date: Mon, 28 Oct 2024 21:25:57 +0100 Subject: [PATCH 2/4] Update DataScience.md Update and activated the Table of Contents links --- Data Science/dataScience.md | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/Data Science/dataScience.md b/Data Science/dataScience.md index 21ba97b..10ff9f2 100644 --- a/Data Science/dataScience.md +++ b/Data Science/dataScience.md @@ -3,12 +3,9 @@ Welcome to the **Data Science Learning Resources** repository! Here, you'll find a curated list of resources organized from beginner to advanced levels. Whether you're just starting out or looking to advance your skills, these resources will guide you through the journey of becoming a proficient Data Scientist. ## πŸ“‘ Table of Contents -1. [Beginner Level](#beginner-level) -2. [Intermediate Level](#intermediate-level) -3. [Advanced Level](#advanced-level) -4. [Books](#books) -5. [Tools & Resources](#tools-and-resources) -6. [Contribute](#contribute) +1. [Beginner Level](#-beginner-level) +2. [Tools and Resources](#️-tools-and-resources) +3. [Contribute](#-contribute) --- From 3e7b27006e6605e02333ecf9853e99535857dd79 Mon Sep 17 00:00:00 2001 From: Tijesuni Date: Mon, 28 Oct 2024 22:17:22 +0100 Subject: [PATCH 3/4] Added to the Data Science Folder Added What is Data Science and Who is a Data Scientist? --- Data Science/dataScience.md | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/Data Science/dataScience.md b/Data Science/dataScience.md index 10ff9f2..cd33ac3 100644 --- a/Data Science/dataScience.md +++ b/Data Science/dataScience.md @@ -11,7 +11,11 @@ Welcome to the **Data Science Learning Resources** repository! Here, you'll find ## 🟒 Beginner Level -Start with the basics of Data Science, including data analytics, data visualisation and machine learning. +### 🧠 What is Data Science? +Data science is a field that uses scientific methods, algorithms, and systems to gain insights from both organized and unorganized data. It combines math, statistics, specialized programming, advanced analytics, AI, and machine learning with specific domain knowledge to uncover actionable information in an organization’s data. These insights support decision-making and strategic planning. + +### Who is a Data Scientist? +A data scientist works with data to understand and explain different phenomena, helping organizations make better decisions. Their work often overlaps with data analysts, especially in exploring and visualizing data. However, data scientists generally have a broader skillset, using programming languages like R and Python to perform deeper statistical analysis and data visualization. ### Courses & Tutorials: - [**Statistics**](https://youtube.com/watch?v=XZo4xyJXCak&list=PL0o_zxa4K1BVsziIRdfv4Hl4UIqDZhXWV) - **Statistics**: Introduction to Statistics. @@ -56,4 +60,6 @@ Want to add a resource? Contributions are welcome! Please check out the [CONTRIB --- -Feel free to explore and share with your community! πŸš€ \ No newline at end of file +Feel free to explore and share with your community! πŸš€ + +[Introduction]: #-introduction \ No newline at end of file From 32a8897a1315948a81d789ba96ffbeeaf4efc9b4 Mon Sep 17 00:00:00 2001 From: Tijesuni Date: Fri, 8 Nov 2024 06:56:13 +0100 Subject: [PATCH 4/4] Renamed Data Sceience Folder and Updated Readme Added Data Science to the Readme file --- {Data Science => DataScience}/dataScience.md | 0 README.md | 9 ++++++++- 2 files changed, 8 insertions(+), 1 deletion(-) rename {Data Science => DataScience}/dataScience.md (100%) diff --git a/Data Science/dataScience.md b/DataScience/dataScience.md similarity index 100% rename from Data Science/dataScience.md rename to DataScience/dataScience.md diff --git a/README.md b/README.md index 2d75785..3345e28 100644 --- a/README.md +++ b/README.md @@ -12,6 +12,7 @@ Welcome to the **Learning Resources Repository**! This repository is designed to 4. [Personal Development](#-personal-development) 5. [Spatial Computing](#spatial-computing) 6. [Machine Learning](#-machine-learning) +7. [Data Science](#data-science) --- @@ -72,13 +73,19 @@ Kickstart a career in Spatial Computing with the aid of these learning resources - [**Communities**](./SpatialComputing/resources.md/#-communities) ## πŸ€– Machine Learning -Access a range of materials of machine learning ranging from videos, courses, books to make you better. +Access a range of materials of data science ranging from videos, courses, books to make you better. - [**Beginner Level**](./MachineLearning/MachineLearning.md/#-beginner-level) - [**Intermediate Level**](./MachineLearning/MachineLearning.md/#-intermediate-level) - [**Advanced Level**](./MachineLearning/MachineLearning.md/#-advanced-level) - [**Books**](./MachineLearning/MachineLearning.md/#-books) +## Data Science + +Access a range of materials of data science ranging from videos and courses to make you better. + +- [**Beginner Level**](./DataScience/dataScience.md/#-beginner-level) + --- ## 🀝 Contributions