File tree

• 01 Fundamentals
  • 01 Installing Python
    • placeholder.py
  • 02 Setting Up a Virtual Environment
    • placeholder.py
  • 03 Hello World
    • hello.py
  • 04 Variables
    • variables.py
  • 05 Builtin Functions
    • builtin.py
  • 06 If Statements
    • if.py
  • 07 For Loops
    • loops.py
  • 08 While Loops
    • while.py
  • 09 Casting
    • casting.py
  • 10 String Comparison
    • stringcomp.py
  • 11 Match Statement
    • match.py
• 02 Functions
  • 01 Functions
    • func.py
  • 02 Keyword Args
    • keyw.py
  • 03 Variable Length Arguments
    • vari.py
  • 04 Variable Length Keyword Arguments
    • vkwarg.py
  • 05 Multiple Return Values
    • mreturn.py
• 03 Containers
  • 01 Tuples
    • tup.py
  • 02 Slicing
    • slicing.py
  • 03 Tuple Functions and Methods
    • funcmeth.py
  • 04 Tuple Operators
    • tupleop.py
  • 05 Lists
    • lists.py
  • 06 Replacing Slices
    • replaceslice.py
  • 07 Removing Items from Lists
    • removing.py
  • 08 List Comprehensions
    • comprehensions.py
  • 09 Comprehension Conditions
    • compcond.py
  • 10 Sets
    • sets.py
  • 11 Set Functions
    • setfunc.py
  • 12 Dictionaries
    • dict.py
  • 13 Removing Dictionary Items
    • removing.py
  • 14 Dictionary Views
    • dictviews.py
  • 15 Default Dictionaries
    • defdict.py
  • 16 Enumerate and Zip
    • enumzip.py
  • 17 Hashing
    • hashing.py
  • 18 Containers Summary
    • containers.py
• 04 Strings and Regular Expressions
  • 01 String Variable Interpolation
    • stringterp.py
  • 02 Matching Text
    • match.py
  • 03 Capture groups
    • capt.py
  • 04 Escaping and Ternary Operator
    • escap.py
  • 05 Comments in Regexes
    • comment.py
  • 06 Search
    • search.py
  • 07 Findall
    • findall.py
  • 08 Multiline Matches
    • multiline.py
  • 09 Compiling Regexes
    • comp.py
• 05 Exceptions
  • 01 Exceptions
    • excepts.py
  • 02 Raising Exceptions
    • raising.py
  • 03 Asssertions
    • assertions.py
• 06 Classes
  • 01 Classes
    • classes.py
  • 02 Constructors
    • constructors.py
  • 03 Converting to Strings
    • tostring.py
  • 04 Eval and Repr
    • rep.py
  • 05 Inheritance
    • inherit.py
  • 06 Overriding Methods
    • override.py
  • 07 Super
    • super.py
  • 08 Class Attributes
    • classattr.py
  • 09 Multiple Inheritance
    • multip.py
  • 10 Method Resolution Order
    • methodres.py
• 07 Modules and Packages
  • 01 Modules
    • __pycache__
      • mymodule.cpython-311.pyc
    • modules.py
    • mymodule.py
  • 02 Main Functions
    • __pycache__
      • mymodule.cpython-311.pyc
    • main.py
    • mymodule.py
  • 03 Loading Parts of Modules
    • __pycache__
      • mymodule.cpython-311.pyc
    • main.py
    • mymodule.py
  • 04 Packages
    • main.py
    • stuff
      • __pycache__
        • greetings.cpython-311.pyc
      • greetings.py
  • 05 Package Initialisation
    • main.py
    • stuff
      • __init__.py
      • __pycache__
        • __init__.cpython-311.pyc
        • greetings.cpython-311.pyc
      • greetings.py
  • 06 How Python Locates Modules
    • main.py
    • stuff
      • __init__.py
      • __pycache__
        • __init__.cpython-311.pyc
        • greetings.cpython-311.pyc
      • greetings.py
  • 07 Inspecting Modules
    • main.py
    • stuff
      • __init__.py
      • __pycache__
        • __init__.cpython-311.pyc
        • greetings.cpython-311.pyc
      • greetings.py
  • 08 Subpackages
    • level1/level2
      • __pycache__
        • mymodule.cpython-311.pyc
      • mymodule.py
    • main.py
  • 09 Package Attributes
    • level1
      • __init__.py
      • __pycache__
        • __init__.cpython-311.pyc
      • level2
        • __init__.py
        • __pycache__
          • __init__.cpython-311.pyc
          • mymodule.cpython-311.pyc
        • mymodule.py
    • main.py
  • 10 Implementing Operators
    • main.py
• 08 Functional Programming
  • 01 Iterators
    • main.py
  • 02 Passing Functions to Functions
    • main.py
  • 03 Mapping
    • main.py
  • 04 Lambda Expressions
    • main.py
  • 05 Lambdas in Loops
    • main.py
  • 06 Sorting
    • main.py
  • 07 Filtering
    • main.py
  • 08 Generators
    • main.py
  • 09 Function Generators
    • main.py
• 09 File Handling
  • 01 Reading Text Files
    • main.py
    • temp.txt
    • test.txt
  • 02 Using With
    • main.py
  • 03 Writing Files
    • main.py
    • temp.txt
  • 04 Representing Binary Data
    • main.py
  • 05 Writing Binary Files
    • main.py
  • 06 Reading Binary Files
    • main.py
    • test1.bin
    • test2.bin
• 10 Numpy
  • 01 Numpy Arrays
    • main.py
  • 02 Creating Numpy Arrays
    • main.py
  • 03 Random Numpy Arrays
    • main.py
  • 04 Numpy Arithmetic
    • main.py
  • 05 Numpy Functions
    • main.py
  • 06 Numpy Slicing
    • main.py
  • 07 Numpy Views
    • main.py
  • 08 Advanced Indexing with Lists
    • main.py
  • 09 Using Comparison Operators
    • main.py
  • 10 Boolean Indexing
    • main.py
• 11 Pandas
  • 01 Loading Pandas Frames
    • main.py
  • 02 Setting Column Names
    • main.py
  • 03 Referencing Cells
    • main.py
  • 04 Numpy-Style Referencing
    • main.py
  • 05 Loading Data from Dictionaries
    • main.py
  • 06 Modifying Data
    • main.py
  • 07 Pandas Functions
    • main.py
  • 08 Data Series
    • main.py
  • 09 Random Dataframes
    • main.py
  • 10 Sorting
    • main.py
  • 11 The Mall Customers Database
    • main.py
  • 12 Grouping
    • main.py
  • 13 Aggregate Functions in Pandas
    • mean.py
  • 14 Filtering in Pandas
    • mean.py
• 12 Visualization, Prediction and Analysis
  • 01 Plotting
    • mean.py
  • 02 Seaborn Plots
    • mean.py
  • 03 Clustering with Scikit-Learn
    • mean.py
  • 04 Binning
    • mean.py
  • 05 Categorical to Numerical
    • mean.py
  • 06 Installing Keras and Tensorflow
    • placeholder.py
  • 07 One Hot Encoding
    • mean.py
  • 08 The Predictor Matrix
    • mean.py
  • 09 Test Train Split
    • mean.py
  • 10 Scaling
    • mean.py
  • 11 Creating the Neural Network
    • mean.py
  • 12 Evaluating Accuracy
    • mean.py