9
Lessons
40h
Duration
English
Language
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Course features:
- Practical hands on
- Lab sessions
- Training by experienced faculty
Learning Path
- Introduction of Data science and its application in Day to Day life
- Course overview and description
- Introduction of python programming language
- Installation of Anaconda Distribution and other python IDE Python objects, number & Booleans, strings
- Container objects, mutability of objects
- Operators – Arithmetic, Bitwise, comparison and assignment operators, operators precedence and associativity
- Conditions (If else,if-elif-else) , Loops (While, for)
- Break and continue statement and range function
- String object basics
- String methods
- Splitting and joining strings
- String format functions
- List object basics list methods
- List as stack and queues
- List comprehensions
- Tuples, sets, dictionary object basics, dictionary object methods, dictionary view objects
- Functions basics, parameter passing, Iterators. Generator functions
- Lambda functions
- Map, reduce, filter functions
- OOPS basic concepts
- Creating classes and objects inheritance
- Multiple inheritance
- Working with files
- Reading and writing files
- Buffered read and write
- Other file methods
- Using standard module
- Creating new modules
- Exceptions handling with try-except
- Creating, inserting and retrieving table
- Updating and deleting the data
- Series
- Data frame
- Panel
- Basic functionality
- Reindexing Python
- Iteration
- Sorting
- Working with text data options & customization
- Indexing & selecting
- Data statistical functions
- Window functions
- Date functionality
- Time delta
- Categorical data
- Visualization Python Pandas – IO Tools
- ND array object
- Data types
- Array attributes
- Array creation routines
- Array from existing data array from numerical ranges
- Indexing & slicing
- Advanced indexing
- Broadcasting
- Iterating over array
- Array manipulation
- Binary operators
- String functions
- Mathematical functions
- Arithmetic operations
- Statistical functions
- Sort, search & counting functions
- Byte swapping
- Copies & views
- Matrix library
- Linear algebra