Mastering Python for Machine Learning Course
Python is an interpreted high-level programming language for anyone want to use only Python in designing any Machine Learning (IoT) project. Machine learning, in layman terms, is to use the data to make a machine make intelligent decision. The Python Programming – course teaches Python programming, which is a powerful open-source language that is very popular in the fields of data analysis, finance and web development. Python, The best programming language is the one you know. Python is a simple, easy to read and high level programming language. … Python is also an Object Oriented Language and also open source language but it has an added advantage that is it is also a scripting language and it is easy to write.
Python Mastering Course
This Python mastering course helps you to learn how to write Python code, course carefully designed where students will learn how to build real life applications in Python. The course is designed for all student levels (step-by-step learning basic to mastering level course).
What I will learn ?
- Math of Machine Learning
- Probability, Regression, Vectors, Matrices, Baysian, K Nearest
- Machine Learning with Python – Supervised vs Unsupervised Learning and Train / Test
- Data Mining, Big Data with Machine Leaning – Apache Spark
- Neural Networks and Deep Learning.
- Project – Develop Product Recommender System in Python
Course Key Content
Python Basics
-Variables
-Strings
-Numbers
-Math Operators
-Built-in functions
-Lists
-List Indexing and Slicing
-List Methods
-Tuples
-Dictionaries
-User Input
-Conditions
-Custom Functions
-Working with Files
-Processing the content of a file
Loops
-For Loop
-While Loop
-String Formatting
-Modules, Libraries and Packages
-Installing Python Packages
-Working with Date and Time objects
-The “with” Contect Manager
Dealing with Programming Errors
-Syntax Errors
-Runtime Errors
-Exception Handling in Python
Data Analysis with Pandas
-Getting Started with Pandas
-Loading Data in Python from CSV, Excel, TXT and JSON Files
-Indexing and Slicing Dataframes
-Dropping Dataframe Columns and Rows
-Updating and Adding new Columns and Rows
Building website with Python and Flask
-What is Flask
-Building your first website
-Returning HTML Templates
-Adding Navigation Menu
-Adding CSS Styling
-Creating Python Virtual Environment
-Deploying website to a Live Server
Building Graphical User Interfaces with Tkinter
-Introduction to Tkinter
-Setting up a GUI with Widgets
-Connecting GUI Widgets with Callback
Python interaction with SQLite and PostgreSQL Databases
-Connecting and Inserting data to SQLite
-Selecting, Inserting, Deleting and updating records
-Introduction to PostgreSQL
-Connecting, Selecting, Inserting, Dealing and updating PostgreSQL Records
Python for Interactive Data Visualization on browser
-Introduction to Bokeh
-Installing Bokeh
-Creating your first Bokeh Plot
-Using Bokeh with Pandas
Final Project
- Project – Develop Product Recommender System in Python
Who Should Attend the Python Training
- Data Scientists / Data Analyst
- Computer Programmers / Software Engineers to acquire Python scripting skill
- System / Network Administrators who want to automate their day to day tasks using Python
- Database Admin, database programmers / Web Developers
- Fresh Graduates looking for their first job
- Automation Engineers willing to make career in Machine Learning / IoT
Job Interview Questions
- Python Job Interview Questions and Answers
- Data Sciences Job Interview Questions and Answers
- Machine Learning Job Interview Questions
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