- Python
- Python Packages
- Mathematics and Linear Algebra
- Programming & Analysis Tools
- Big Data
- Data visualization
- Data Cleaning
- How to solve Problem?
- Machine Learning
- Deep Learning
If you Read and Follow Job Ads to hire a machine learning expert or a data scientist, you find that some skills you should have to get the job. In this Repository, I want to review 10 skills that are essentials to get the job
In fact, this Repository is a reference for 10 other Notebooks, which you can learn with them, all of the skills that you need.
Python is a modern, robust, high level programming language. It is very easy to pick up even if you are completely new to programming.
You can read and learn following topic on this Notebook:
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web development (server-side)
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software development
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mathematics
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system scripting.
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Basics
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Functions
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Types and Sequences
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More on Strings
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Reading and Writing CSV files
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Dates and Times
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Objects and map()
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Lambda and List Comprehensions
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OOP
for Reading this section please fork this kernel:
numpy-pandas-matplotlib-seaborn-scikit-learn
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Numpy
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Pandas
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Matplotlib
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Seaborn
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Creating Arrays
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Combining Arrays
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Operations
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Math Functions
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Indexing / Slicing
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Copying Data
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Iterating Over Arrays
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The Series Data Structure
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Querying a Series
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The DataFrame Data Structure
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Dataframe Indexing and Loading
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Missing values
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Merging Dataframes
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Making Code Pandorable
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Group by
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Scales
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Pivot Tables
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Date Functionality
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Distributions in Pandas
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Hypothesis Testing
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Matplotlib
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Scatterplots
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Line Plots
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Bar Charts
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Histograms
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Box Plots
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Heatmaps
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Animations
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Interactivity
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DataFrame.plot
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Seaborn Vs Matplotlib
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Useful Python Data Visualization Libraries
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Introduction
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Algorithms
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Framework
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Applications
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Data
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Supervised Learning: Classification
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Separate training and testing sets
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linear, binary classifier
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Prediction
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Back to the original three-class problem
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Evaluating the classifier
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Using the four flower attributes
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Unsupervised Learning: Clustering
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Supervised Learning: Regression
for Reading this section please fork this kernel:
numpy-pandas-matplotlib-seaborn-scikit-learn
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A-Comprehensive-Deep-Learning-Workflow-with-Python
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for Reading this section please fork this kernel:
for Reading this section please fork this kernel:
A-Comprehensive-Deep-Learning-Workflow-with-Python
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A Comprehensive ML Workflow with Python
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A-Comprehensive-Deep-Learning-Workflow-with-Python
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