Roadmap for foundation

5-Day AI & Machine Learning Beginner Roadmap

Day 1 – Machine Learning Foundations

Machine Learning Basics

• What is Machine Learning

• Definition of Machine Learning

• Basics of Machine Learning

• Why Machine Learning is used

• Traditional Programming vs Machine Learning

Types of Machine Learning

• Supervised Learning

  • Regression

  • Classification

• Unsupervised Learning

  • Clustering

• Difference between Supervised & Unsupervised Learning

Machine Learning vs Roles

• Machine Learning vs Data Science

• Machine Learning vs Data Analyst

Applications of Machine Learning

• Where ML is used

• Application level of ML

  • Recommendation systems

  • Image & speech recognition

  • Fraud detection

  • Healthcare

  • Manufacturing & quality control

---

Day 2 – Machine Learning Workflow + Python Basics

Machine Learning Workflow

• ML workflow overview

• Structure of ML workflow

• Difference between steps

Data Handling in ML

• Data preprocessing

  • Handling missing values

  • Data cleaning

• Exploratory Data Analysis (EDA)

  • Understanding data

  • Basic data insights

---

Python Basics

• Introduction to Python

• Variables

• Data types

  • int

  • float

  • string

  • boolean

Python Data Structures

• List

• Tuple

• Difference between list and tuple

---

Day 3 – Python Operations & Logic Building

Operations in Python

• Insert operations

• Delete operations

• Update operations

• Operators

  • Arithmetic

  • Relational

  • Logical

• Inbuilt functions

  • len()

  • sum()

  • min()

  • max()

Control Statements

• if

• if-else

• elif

• for loop

• while loop

• Difference between for and while loop

Input & Output

• User input using input()

• Output using print()

---

Practice Logical Problems

• Prime number

• Unique numbers in a list

• Palindrome

• Factorial

• Fibonacci series

• Largest and smallest number

• Basic pattern problems

---

Day 4 – Statistics for Machine Learning

Basic Statistics

• Mean

• Median

• Mode

• Range

• Variance

• Standard Deviation

• Quartiles

Differences & Equations

• Mean vs Median vs