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0. Preliminary Steps
Before deciding to start, ensure you do these
⬩Know your final goal
⬩Set a target for spending daily 1 hour minimum.
⬩Research about Python ecosystem (libraries, frameworks, code editors).
P.S: This is my personal roadmap. I could spend 1 to 2 hours daily for learning and practicing during 2020. And it took me ~1 year to finish logically. It may differ from person to person.
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➏ Check your progress : Build small projects
Schedule: 6th Month
Effort: 2 hours daily w/ rigorous practice
⬘ Build 5 to 7 simple projects e.g., Scientific Calculator, File Manager, etc.
⬙ Revise previous topics.
You can take reference from this:
x.com/swapnakpanda/s…
Swapna Kumar Panda@swapnakpanda
50 days: 50 Python Project Ideas ↓
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➊➊ Deep Dive: Libraries and Frameworks
Schedule: 11th & 12th Month
Effort: 2 hours daily w/ simple practice
❯ Libraries
⬩numpy
⬩pandas
⬩matplotlib
⬩scipy
❯ Frameworks
⬩Django / Flask / FastAPI
⬩Streamlit
❯ Take it forward
⬩scikit-learn
⬩TensorFlow
⬩PyTorch
Build at least one large-size project.
In addition, if you could spend some time and learn DSA using Python, that'll also be beneficial from career's perspective.
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4 FREE Books to learn Python
1. Think Python
allendowney.github.io/ThinkPython/
2. Introduction to Programming with Python
aupress.ca/books/oer-2023…
3. Introduction to Python Programming
assets.openstax.org/oscms-prodcms/…
4. Python Professional Notes
goalkicker.com/PythonBook/




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Best YouTube Playlists
❯ Python (Corey Schafer)
youtube.com/playlist?list=…
❯ Python (MIT)
youtube.com/playlist?list=…
❯ Python (Harvard)
youtube.com/watch?v=nLRL_N…
❯ Python
youtube.com/watch?v=ix9cRa…
❯ Django
youtube.com/playlist?list=…
❯ Flask
youtube.com/playlist?list=…
❯ FastAPI
youtube.com/playlist?list=…
❯ Numpy
youtube.com/playlist?list=…
❯ Pandas
youtube.com/playlist?list=…
❯ Scikit-Learn
youtube.com/playlist?list=…
❯ Data Science
youtube.com/watch?v=LHBE6Q…
❯ Machine Learning
youtube.com/watch?v=hDKCxe…

YouTube

YouTube

YouTube

YouTube




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FREE Python Courses (+ Certificates)
1. Start with this
kaggle.com/learn/python
2. Take any one of these
❯ openclassrooms.com/courses/690085…
❯ scaler.com/topics/course/…
❯ simplilearn.com/learn-python-b…
3. Then take this
netacad.com/courses/python…
4. Attempt for this certification
programming-25.mooc.fi
Or,
freecodecamp.org/learn/scientif…
Or,
cs50.harvard.edu/python/2022/
Or,
learn.saylor.org/course/view.ph…
Or,
hackerrank.com/skills-verific…
5. Take it to the next level
❯ Django
openclassrooms.com/courses/696719…
❯ Data Scrapping, NumPy, Pandas
scaler.com/topics/course/…
❯ Data Analysis
openclassrooms.com/courses/230473…
❯ Data Visualization
kaggle.com/learn/data-vis…
❯ Data Science
learn.saylor.org/course/view.ph…
❯ Machine Learning
developers.google.com/machine-learni…
❯ Deep Learning
kaggle.com/learn/intro-to…

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@DataInforms @swapnakpanda @DataInforms Namaste, please find the unroll here: threadreaderapp.com/thread/1964563… Enjoy :) 🤖
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