Python Foundations
For Machine Learning Mastery Offered by IISc Faculty
(55 Users)
Dive into the dynamic world of Python programming tailored specifically for the budding machine learning enthusiast! Our meticulously crafted course, provides a step-by-step guide into the very essentials of Python, paving your path towards mastering machine learning. From the fundamentals of Python to powerful tools like Numpy and Pandas, to the art of visualizing data with Matplotlib & Seaborn, this course ensures a robust foundation. Whether you're a complete novice or looking for a refresher, gear up to harness the power of Python for your machine learning journey!
What our learners say about the course
Eligibility Criteria
Participants should have access to a computer with internet connectivity to engage in the online lectures, exercises, and practical sessions.
What is included ?
Interactive Lessons
Engage with interactive lessons that incorporate multimedia elements like videos, quizzes, and exercises to enhance your understanding and retention of the material.
Discussion Forums
Participate in online discussion forums where you can connect with fellow learners, share insights, ask questions, and engage in meaningful discussions related to the course content. .
Lab Sessions
Participate in Lab sessions that reinforce learning, allowing you to apply acquired concepts and skills. Gain hands-on experience and build confidence in the subject matter.
Certification
All participants will be awarded a Course completion certificate from ZenteiQ.
Course Overview
Python Basics with ChatGPT
Control Structures: Loops and Conditional Statements
Functions and Modules, Co-programming with ChatGPT
Python Data Structures
Lists, Tuples, and Dictionaries
List Comprehensions and Generators
Manipulating and querying data structures
Numpy: Numerical Python
Arrays and Matrix Operations
Random Number Generation
Basic Statistical Functions
Pandas: Data Manipulation
Toolkit
DataFrames and Series
Data Cleaning Techniques
Data Exploration and Visualization Basics
Matplotlib & Seaborn: Data Visualization
Creating Basic Plots: Bar, Line, Scatter
Customizing Plots
Introduction to Seaborn for statistical visualization