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Python for Data Science Bootcamp

Noble Desktop See all classes by this school @ 185 Madison Ave, New York, NY & Virtually Online

Tap into the power of Python for analyzing real-world data sets in this hands-on course at Noble Desktop. Step into Python fundamentals and learn how to create programs, work with data, visualize insights, and build machine learning models. Lift your data science skills with the Python for Data Science Bootcamp.

(452) All levels 18 and older
$1,495

5 sessions

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Data Science Certificate

Noble Desktop See all classes by this school @ 185 Madison Ave, New York, NY & Virtually Online

Prepare for an in-demand career in data science through this beginner-friendly program. Build expertise in Python programming, SQL querying, and machine learning to analyze and shape data. You'll work on real-world projects, build dynamic dashboards, and create predictive models, equipping you with the skills to land entry-level roles in data science and Python engineering.

(452) All levels 18 and older
$3,995

18 sessions

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Intro to Python Programming

Noble Desktop See all classes by this school @ 185 Madison Ave, New York, NY & Virtually Online

Step into the versatile and highly sought-after Python programming language in this comprehensive two-day course built to give you the skill to build software, analyze data, and design striking websites. Learn through hands-on exercises from day one, building a solid foundation for future moves into data science or web development.

(452) Beginner 18 and older
$895

2 sessions

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Python Certification Program

Noble Desktop See all classes by this school @ 185 Madison Ave, New York, NY

Master Python and earn certification through our hands-on Python Certification Program. Build real-world projects, analyze data, and prepare for the PCAP exam with expert-led courses, private tutoring, and a free elective to expand your skill.

(452) All levels 18 and older
$2,999

5 sessions

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Python Data Science & Machine Learning Bootcamp

Noble Desktop See all classes by this school @ 185 Madison Ave, New York, NY & Virtually Online

Learn how to apply Python to analyze data, create predictive models using machine learning, and automate tasks in this comprehensive data science course. Build the programming skills needed to thrive in entry-level data science and Python engineering positions.

(452) Beginner 18 and older
$3,495

16 sessions

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  • Intermediate
  • 18 and older
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  • <b>(Exact location to be announced)</b>, New York, NY
  • 32 hours over 4 sessions

Start Dates (0) $2,295/person

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Class Description

Description

All HOTT courses are available face-to-face, remote-live, on-demand or on-site at your facility. 

This hands on Python programming course shows how to rapidly develop and maintain effective Python programs. The course includes thorough coverage of Python syntax, built in data types and control constructs. The course takes a practical approach to creating and organizing Python programs using functions, packages, modules and classes as part of Python's object-oriented paradigm. 


Attendees will use regular expressions to rapidly process data captured from users and from the file system.


Attendees will learn how to use Python to create scripts that manipulate data, automate tasks, perform error handling and store and retrieve data by using relational databases. Students will be able to create Python scripts that assist with system administration.


Comprehensive hands on exercises are integrated throughout to reinforce learning and develop real competency.


Students Will Learn:

  • Working with Python's built-in objects
  • Reading and writing files
  • Creating variables and objects in Python
  • Communicating with databases
  • Creating structured data with lists, tuples, sets and dictionaries
  • Performing conversion operations on numbers
  • Using conditional constructs to control flow of execution
  • Writing clear and concise regular expressions
  • Organizing code with functions and classes
  • Creating object-oriented Python programs
  • Using exceptions to gracefully handle errors

Course Prerequisites: Prior scripting experience or knowledge of fundamental programming concepts.


Course Overview


Introduction to Python 3

  • Origin and Goals of Python
  • Overview of Python Features
  • Getting and Installing Python
  • Accessing Python Documentation: Python Enhancement Proposals (PEP)
  • Python's Strengths
  • Using Python with Other Programming Languages

Using Python

  • Executing Python Programs from the Command Line
  • Python Command Line Options
  • Environment Variables that Influence Python
  • Creating Python GUI Applications
    - Standalone vs. Web-Enabled Interfaces
  • The Python Standard Library

Language Fundamentals

  • Python's Lexical Analyzer
  • Using Whitespace to Structure Programs
  • Identifiers and Keywords
  • Python's Execution Model
    - Naming Objects and Binding
  • Python's Data Model
    - Immutable and Mutable Objects
    - Values
    - Types
  • Creating and Using Variables

Flow Control Constructs

  • if/elif/else Statements
  • Creating Loops with while and for
  • Understanding Iterators
  • Returning Values with return Statements
  • Loop Modification with break and continue
  • Returning Generator Iterators with the yield Statement
  • Retrieving Iterators with next()

Expressions

  • Unary and Binary Arithmetic Operations
  • Comparison and Boolean Operations
  • Conditional Expressions
  • Lambda Expressions
  • Order of Operations and Operator Evaluation
  • Expression Lists
  • Assignment Operations

Exception Handling

  • Types of Python Exceptions
  • Handling Exceptions with try/except/finally
  • Triggering Exceptions with raise
  • Defining New Exception Types
  • Implementing Exception Handling in Functions, Methods and Classes
  • Working with the Regular Expression Error Exception

Using the String Object

  • Using ASCII and Unicode Strings
  • Manipulating Strings with String Methods
  • Using the format() Function to Format Strings
  • Using Escape Sequences
  • Working with Raw Strings

Organizing Code

  • Defining Functions
  • Calling Functions
  • Creating Anonymous Functions
  • Altering Function Functionality with Decorator Functions
  • Creating Classes with the class Statement
  • Creating Objects as Class Instances
  • Using Preexisting Classes as the Basis of a New Class
  • Using Modules to Group Related Functions, Classes and Variables
  • Locating and Importing Modules
  • Using Packages to Group Modules Together

Arrays, Collections and Dictionaries

  • Sequenced Data Structures
    - Arrays
    - Collections
    - Dictionaries
  • Creating and Accessing Lists
  • Manipulating Lists
  • Creating and Accessing Tuples
  • Understanding the Differences Between Lists and Tuples
  • Using Dictionaries to Create Data Records
  • Manipulating Dictionaries Using Dictionary Methods
  • Creating Sets
  • Performing Set Operations
    - Union
    - Intersect
    - Difference
  • Differences Between Sets and Dictionaries
  • Using Generators to Return Iterators

Working with Arguments

  • Passing Arguments to Functions by Reference and by Value
  • Defining Functions with Required Arguments
  • Defining Functions with Default Arguments
  • Defining Flexible Functions that Take
  • Variable Length Arguments

Regular Expressions

  • Regular Expression Syntax
  • Using Regular Expressions in Python
  • Altering Regular Expression Processing with Regular Expression Modifiers
  • Using Regular Expression Operators
  • Scanning Through Strings Using the search() and match() Methods
  • Creating Reusable Patterns by Using the compile() Method

Object Oriented Programming Concepts

  • The Object Oriented Programming Paradigm
  • Encapsulating Information
  • Classes vs. Instances of Objects
  • Built-in Class Attributes
  • Implementing Class Inheritance
  • Using Objects in Code

I/O Handling

  • Sending Output to STDOUT Using the print() Method
  • Reading Input with the input() Method
  • Creating File Objects with the open() Method
  • Controlling File Access Modes
  • Working with File Object Attributes
  • Closing File Objects with the close() Method
  • Reading and Writing to File Objects with read() and write()
  • Using File Processing Functions from the OS Module

Data Management

  • Embedding SQLite Databases in Applications
  • Best Practices for Data Management
  • Storing Data in Local Databases
  • Discussing and Understanding the DB API
  • Understanding and Using Common SQL Statements
  • Connecting to a SQLite Database
  • Using Cursors to interact with Data from a Database
  • Implementing Error Handling with Database Connections

Refund Policy

Tuition includes all course materials. Students may withdraw before the second day of class to receive a 100% refund, provided course materials are returned to the instructor. Prorated refunds may be granted for withdrawals after the first day.

Cancellations and Changes: There are no cancellation fees.

Attendance Requirements: Students must attend each day of a course and successfully complete hands on exercises in order to receive a certificate of completion. If a student wishes to retake any portion of a class that he or she completes, the student may do so within 12 months at no extra cost.

Intended Audience: Hands On Technology Transfer, Inc., provides IT training designed for technology professionals who wish to quickly upgrade their computer skills. In most states, the employer bears all training costs.

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Hands On Technology Transfer, Inc.

HOTT delivers instructor-led technical training across the United States, Canada and the United Kingdom. Whether you attend in person, remote-live or on-demand, our classroom-based training philosophy zeroes in on your ability to work more productively and with higher quality results after training....
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