PythonDataScienceHandbook
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PythonDataScienceHandbook | developer-roadmap | |
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98 | 2,111 | |
41,485 | 274,946 | |
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0.6 | 9.8 | |
4 days ago | 2 days ago | |
Jupyter Notebook | TypeScript | |
MIT License | GNU General Public License v3.0 or later |
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PythonDataScienceHandbook
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About Data analyst, data scientist and data engineer, resources and experiences
Python Data Science Handbook
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Where to learn data science with python??
Python Data Science Handbook — learn to use Python libraries such as NumPy, Pandas, Matplotlib, Scikit-Learn, and related tools to effectively store, manipulate, and gain insight from data
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Book Recommendations
I don't know what tools you will be using but if you will be using Python you can start with Python Data Science Handbook by Jake VanderPlas and Data Science & Big Data Analytics: Discovering, Analyzing, Visualizing and Presenting DataData Science & Big Data Analytics: Discovering, Analyzing, Visualizing and Presenting Data which gives a very good outlook on the data science and big data frame work. PS: Jake's book is also available as jupyter notebooks so you can read and run the code at the same time.
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Other programing options?
Python Data Science Handbook by Jake VanderPlas (https://jakevdp.github.io/PythonDataScienceHandbook/)
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Pathways out of GIS?
Otherwise you can work through courses on Datacamp, Coursera, Udemy, etc, or check out this book for a more general non-spatial perspective.
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Mastering Data Science: Top 10 GitHub Repos You Need to Know
7. Data Science Handbook Are you looking for a comprehensive guide to data science with Python? Look no further than the Data Science Handbook by Jake VanderPlas. This repository contains the entire book, which introduces essential tools and techniques used in data science, including IPython, NumPy, Pandas, Matplotlib, and Scikit-Learn. It’s a fantastic resource for anyone looking to deepen their understanding of data science concepts and best practices.
- Help a lady out (career advice(
- Resources for Current DE Interested in Learning Data Science
- Good book or course to learn Python for someone who is fluent in R?
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Python equivalent to R's ecosystem of open source educational materials
I can recommend https://jakevdp.github.io/PythonDataScienceHandbook/
developer-roadmap
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5 Uncommon Advices from one beginner coder to another beginner coder!
There's a website I personally follow specific for roadmaps called as “roadmap.sh” where all the roadmaps are available. You can check it out, if you like. Here's the link: ▶️ https://roadmap.sh/
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Programming vs Web Development
If you're starting your journey in web development, here is a roadmap to follow. Understand that Web development is not merely an extension of programming; it's a distinct field that requires a unique blend of coding and visual design skills. Embrace the importance of visual aesthetics from the get-go, and continuously work on improving your design sense. Trust me it will pay off in the long run, and you'll be able to create truly exceptional web experiences that not only function well but also look and feel amazing.
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Developer should-know websites
Github developer roadmaps (backend, frontend, cloud ...)
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Unique websites for the Developer - TechGenieDev
Roadmap.sh (https://roadmap.sh/)
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Top 10 GitHub Repositories Every Web Developer Should Know
Web Developer-Roadmap GitHub Link: developer-roadmap Crafted by kamranahmedse, this roadmap acts as a compass for developers navigating the vast landscape of technologies. Covering front-end, back-end, and DevOps, it aids developers in charting a learning path aligned with their goals.
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10 GitHub repositories that every developer must follow
✅ kamranahmedse/developer-roadmap: https://github.com/kamranahmedse/developer-roadmap
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ChatGPT as a Programming Mentor: A Test Drive
It may also be beneficial to start with a high-level overview of what there is to learn in a given area, to understand the overall lay of the land - and then use ChatGPT to dig deeper into selected topics. There are many good resources that provide such an overview, like roadmap.sh or my "Definitive Guide to Succeeding as a Professional Dev".
- 18 Must-Bookmark GitHub Repositories Every Developer Should Know
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Resources I wish I knew when I started my career
5. Roadmap
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The Top 10 GitHub Repositories Making Waves 🌊📊
Equipment: Find out more about career paths in development at https://roadmap.sh/. For a detailed self-taught program, see Kamran Ahmed’s Computer Science Roadmap: https://roadmap.sh/computer-science.
What are some alternatives?
django-livereload-server - Livereload functionality integrated with your Django development environment.
C++ Workflow - C++ Parallel Computing and Asynchronous Networking Framework
Exercism - Scala Exercises - Crowd-sourced code mentorship. Practice having thoughtful conversations about code.
computer-science - :mortar_board: Path to a free self-taught education in Computer Science!
Serpent.AI - Game Agent Framework. Helping you create AIs / Bots that learn to play any game you own!
freeCodeCamp - freeCodeCamp.org's open-source codebase and curriculum. Learn to code for free.
lego-mindstorms - My LEGO MINDSTORMS projects (using set 51515 electronics)
data-engineer-roadmap - Roadmap to becoming a data engineer in 2021
OSQuery - SQL powered operating system instrumentation, monitoring, and analytics.
substrate - Substrate: The platform for blockchain innovators
devdocs - API Documentation Browser
system-design-primer - Learn how to design large-scale systems. Prep for the system design interview. Includes Anki flashcards.