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datascienceroadmap's Introduction

DataScienceRoadMap

Learn data science step by step in 6 months Following is a schedule to learn data science step by step considering 4 hours of dedicated, focused study every single day. This program is perfect for beginners with no knowledge of data science and programming.

Week 1 and 2: Excel and Statistics Excel

Google templates gallery for personal finance etc : https://docs.google.com/spreadsheets/u/0/?ftv=1 Budget planner: https://www.vertex42.com/ExcelTemplates/budgets.html Chandoo's youtube channel: https://www.youtube.com/channel/UC8uU_wruBMHeeRma49dtZKA Chandoo's website: https://chandoo.org/ Statistics

Khan academy: https://www.khanacademy.org/math/statistics-probability Khan academy youtube: https://www.youtube.com/playlist?list=PL1328115D3D8A2566 Statistics by Marin : https://www.youtube.com/playlist?list=PLqzoL9-eJTNBZDG8jaNuhap1C9q6VHyVa Statquest youtube channel: https://www.youtube.com/user/joshstarmer Week 3 and 4: Python Python Codebasics python tutorials (first 16) - https://www.youtube.com/playlist?list=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0 Make sure to work on exercises R Marin's lectures: https://www.youtube.com/playlist?list=PLqzoL9-eJTNBlVXxWvJkq0dtVut2sICUW Week 5, 6, 7, 8: Numpy, Pandas, Data Visualization Libraries NumPy and Pandas

Codebasics Numpy playlist: https://www.youtube.com/playlist?list=PLeo1K3hjS3uset9zIVzJWqplaWBiacTEU Codebasics pandas playlist (first 9): https://www.youtube.com/playlist?list=PLeo1K3hjS3uuASpe-1LjfG5f14Bnozjwy Visualization library

Matplotlib: codebasics matplotlib playlist: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu4Lr8_kro2AqaO6CFYgKOl Seaborn: codebasics seaborn tutorials: https://www.youtube.com/playlist?list=PLJIOr9Je9wzHT-ptgfelpt2Nyx4VGX_j9 Kaggle exploratory data analysis

Notebooks: https://www.kaggle.com/notebooks Datasets: https://www.kaggle.com/datasets Week 9, 10, 11, 12: Machine Learning Machine learning codebasics ml playlist (first 16): https://www.youtube.com/playlist?list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw data science regression project: same playlist as above. Tutorial 18 to 25 Week 13, 14, 15, 16: Deep Learning Deep learning (artificial neural network, convolutional neural network, recurrent neural network) codebasics deep learning playlist: https://www.youtube.com/playlist?list=PLeo1K3hjS3uu7CxAacxVndI4bE_o3BDtO Week 17, 18, 19, 20: SQL & MongoDB SQL

kudavenkat playlist (first 16): https://www.youtube.com/playlist?list=PL08903FB7ACA1C2FB khanacademy SQL course: https://www.khanacademy.org/computing/computer-programming/sql MongoDB

https://www.coursera.org/learn/introduction-mongodb Week 21, 22, 23, 24: BI tools Tableau

Abhishek Agarwal: https://www.youtube.com/playlist?list=PL6_D9USWkG1C4raCOTlTf_oq4XnNNNtm9 Bharti consultancy: https://www.youtube.com/playlist?list=PLyD1XCIRA3gQmN73dHwQWr4R08ABZFMtZ Power BI (project)

codebasics sales insights project: https://www.youtube.com/playlist?list=PLeo1K3hjS3uva8pk1FI3iK9kCOKQdz1I9 Soft skills Learn anything effectively: https://www.youtube.com/watch?v=yZFrSDjRvjk

Group learning

Codebasics discord server: https://discord.gg/r42Kbuk Hold each other accountable Books and other resources Free book on statistics: http://greenteapress.com/thinkstats/thinkstats.pdf Another good book on statistics (not free) Naked Statistics - Charles Wheelan

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