{"repo":"mhmdkardosha/CAT-Reloaded-2025-Data-Science-Roadmap","free":true,"listed":false,"github":"https://github.com/mhmdkardosha/CAT-Reloaded-2025-Data-Science-Roadmap","clone":"git clone https://github.com/mhmdkardosha/CAT-Reloaded-2025-Data-Science-Roadmap.git","description":"Roadmap for Data Science circle associated with CAT Reloaded.","language":null,"stars":40,"topics":["data-cleaning","data-science","data-visualization","deep-learning","machine-learning","neural-networks","python","web-scraping-python"],"license":null,"category":"machine-learning","readme_excerpt":"Data Science Roadmap 2025 This roadmap is maintained by Mohamed Kardosha. 1. Introduction It's a multidisciplinary field that looks at raw and structured data sets and provides potentially actionable insights. The field of data science looks at ensuring that we are asking the right questions as opposed to finding exact answers. Data Scientists require skillsets centered on Computer Science, Mathematics, and Statistics. Data Scientists use several unique techniques to analyze data such as machine learning, trends, linear regressions, and predictive modeling. The tools that data scientists use to apply these techniques include Python and R. - These are small differences between each job title: - For more details about each job title, you can see this Arabic video or this other video. 2. Levels The roadmap is divided into 4 main levels, each level will be divided into weeks and each week will have a set of tasks to be completed. We will try to provide task links one by one when it's finished. Each level is designed to be completed within 1-3 months on average, however, the time taken to complete the roadmap may vary depending on the individual. 1. Entry : Good introduction to the field. 2. Beginner : Data scientist toolkit and foundations. 3. Intermediate : Dive deeper and solidly understand and work with data. 4. Advanced A : Mathematics and Machine Learning. 5. Advanced B : Deep Learning and specializing in a specific field. 2.1. Entry Level It includes the following topics: -","default_branch":null,"files":null,"tree":[],"storefront":"/r/mhmdkardosha","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/mhmdkardosha/CAT-Reloaded-2025-Data-Science-Roadmap/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}