CIS Data Science Roadmap

Beginner

Python :

Python (Udacity Course)
Task : Notebook link

OOP py :

oop Playlist
Task : Notebook link

Numpy & Descriptive Statistics:

Numpy
Descriptive Statistics
Task : Notebook link

Pandas:

Pandas playlist
Task : Notebook link

Data Cleaning:

Kaggle Data Cleaning Tutorial
Notebook_1
Notebook_2
Task : Notebook link

Data Visualization 📊:

Matplotlib Playlist
Visualizing Seaborn
Task : Notebook link

EDA:

EDA Course
Read Notebook
Task : Notebook link

Optinal For Data Analysis..

• Power Bi:

  • Power Bi playlist
    

• SQL:

  • SQL Tutorial
    
  • Read Notebook
    

Intermediate

Mathematics for Machine Learning:

Most of the needed basics
Task : Notebook link

: Intro To ML

Whole Intro to ML

Task : Notebook link

Regression in ML:

Regression
Task : Notebook link

classification in ML:

classification
Task : Notebook link

clustering in ML:

clustering
Task : Notebook link

Week 6: Reinforcement in ML

Reinforcement Learning
Task 6 : Notebook link

Optinal

• Week 1:

  • First 2 weeks in Advanced Learning Algorithms
    

• Week 2:

  • Third Week in Advanced Learning Algorithms
    

• Week 3:

  • Fourth Week in Advanced Learning Algorithms
    

Advanced

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