Data science with python
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Statistics Fundamentals
- Graphically Displaying Single Variable Graphically Displayi...
- Measures of Location Measures of Location
- Measures of Spread Measures of Spread
- Displaying relationship Displaying relations...
- Bivariate Data Bivariate Data
- Scatterplot Scatterplot
- Measures of association of two or more variables Measures of associat...
- Covariance and Probability Covariance and Proba...
- Joint Probability and independent events Joint Probability an...
- Conditional probability Conditional probabil...
- Bayes’ Theorem Bayes’ Theorem
- Prior, Likelihood and Posterior Prior, Likelihood an...
- Discrete Random Variable Discrete Random Vari...
- Probability Distribution of Discrete Random Variable Probability Distribu...
- Binomial Distribution Binomial Distributio...
- Continuous Random Variables Continuous Random Va...
- Probability Distribution Function Probability Distribu...
- Uniform Distribution Uniform Distribution
- Normal Distribution Normal Distribution
- Point Estimation Point Estimation
- Interval Estimation Interval Estimation
- Hypothesis Testing Hypothesis Testing
- Testing a one-sided Hypothesis Testing a one-sided ...
- Testing a two-sided Hypothesis Testing a two-sided ...
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Python Fundamentals
- Installation Installation
- Python Syntax Python Syntax
- Python-Variables & Data Types Python-Variables �...
- Python-Numbers Python-Numbers
- Strings Strings
- Squences Squences
- List List
- Tuples Tuples
- Ranges Ranges
- Dictionary Dictionary
- Sets Sets
- Operators Operators
- If….else…Statements If….else…...
- For Loop For Loop
- While Loop While Loop
- Break Break
- Continue Continue
- Pass Pass
- Date & Time Date & Time
- Packages & Modules Packages & Modu...
- Functions Functions
- Reading a File Reading a File
- Writing into a File Writing into a File
- Class & Objects Class & Objects
- Python Expectations Python Expectations
- Regular Exp Regular Exp
- Mathematics Mathematics
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Pandas Data Frame
- Creating a Pandas DataFrame Creating a Pandas Da...
- Dealing with Rows and Columns in Pandas DataFrame Dealing with Rows an...
- Indexing and Selecting Data with Pandas Indexing and Selecti...
- Boolean Indexing in Pandas Boolean Indexing in ...
- Conversion Functions in Pandas DataFrame Conversion Functions...
- Iterating over rows and columns in Pandas DataFrame Iterating over rows ...
- Working with Missing Data in Pandas Working with Missing...
- Working With Text Data Working With Text Da...
- Working with Dates and Times Working with Dates a...
- Merging, Joining and Concatenating Merging, Joining and...
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Classification on Numpy Topics
- ndarray ndarray
- Array Creations Array Creations
- Data Type Object(dtype)in Nympy Data Type Object(dty...
- Indexing Indexing
- Basic Slicing & Advance Indexing Basic Slicing &...
- Iterating Over Array Iterating Over Array
- Binary Operations Binary Operations
- Mathematical Function Mathematical Functio...
- String Operations String Operations
- Linear Algebra Linear Algebra
- Sorting,Searcching & Counting Sorting,Searcching &...
- Set1(Introduction) Set1(Introduction)
- Set2(Advanced) Set2(Advanced)
- Multiplication of two Matrices in Single Line using Numpy in python Multiplication of tw...
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Object-Oriented Conecpts Collection
- Class, Object and Members Class, Object and Me...
- Data Hiding and Object Printing Data Hiding and Obje...
- Inheritance, examples of an object, subclass and super Inheritance, example...
- Polymorphism in Python Polymorphism in Pyth...
- Class and static variable in Python Class and static var...
- Class method and static method in Python Class method and sta...
- Changing class members Changing class membe...
- Constructors in Python Constructors in Pyth...
- Destructors in Python Destructors in Pytho...
- First-class function First-class function
- str() vs repr() str() vs repr()
- str() vs vpr() str() vs vpr()
- Class and instance attribute Class and instance a...
- Metaprogramming with metaclasses Metaprogramming with...
- Reflection Reflection
- Barrier objects Barrier objects
- Timer objects Timer objects
- Garbage collection Garbage collection
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Functions
- Functions in Python Functions in Python
- class method vs static method in Python class method vs stat...
- Write an empty function in Python Write an empty funct...
- pass statement pass statement
- Yield instead of Return Yield instead of Ret...
- Return Multiple Values Return Multiple Valu...
- Partial Functions in Python Partial Functions in...
- First Class functions in Python First Class function...
- Precision Handling Precision Handling
- *args and **kwargs *args and **kwargs
- Python closures Python closures
- Function Decorators Function Decorators
- Decorators in Python Decorators in Python
- Decorators with parameters in Python Decorators with para...
- Memoization using decorators in Python Memoization using de...
- Python bit functions on int (bit_length, to_bytes and from_bytes) Python bit functions...
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Data Analysis
- Data visualization using Bokeh Data visualization u...
- Exploratory Data Analysis in Python Exploratory Data Ana...
- Exploratory Data Analysis in Python Exploratory Data Ana...
- Data Analysis and Visualization with Python Data Analysis and Vi...
- Math operations for Data analysis Math operations for ...
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Machine Learning with Python
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Recommender System
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Regression Intro & Data
- Regression – Features and Labels Regression – Featu...
- Regression – Training and Testing Regression – Train...
- Regression – Forecasting and Predicting Regression – Forec...
- Regression – Theory and how it works Regression – Theor...
- Regression – How to program the Best Fit Slope Regression – How t...
- Regression – How to program the Best Fit Line Regression – How t...
- Regression – R Squared and Coefficient of Determination Theory Regression – R Squ...
- Model evaluation methods Model evaluation met...
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Machine Learning- Clustering
- Handling Non-Numerical Data for Machine Learning Handling Non-Numeric...
- K-Means with Titanic Dataset K-Means with Titanic...
- K-Means from Scratch in Python K-Means from Scratch...
- Finishing K-Means from Scratch in Python Finishing K-Means fr...
- Hierarchical Clustering with Mean Shift Introduction Hierarchical Cluster...
- Introduction to Naive Bayes Classifier Introduction to Naiv...
- Naive Bayes Classifier with Scikit Naive Bayes Classifi...
- Introduction into Text Classification using Naive Bayes Introduction into Te...
- Python Implementation of Text Classification Python Implementatio...
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