Machine learning is a subset of artificial intelligence that enables computers to learn from data. The document outlines a roadmap for learning machine learning, covering essential topics including programming languages, version control, data structures, mathematics, and advanced concepts like natural language processing and model deployment. Key programming languages highlighted are Python and R, with additional emphasis on important skills such as SQL and data handling.

2. What is Machine Learning?
Machine Learning is a type of Artificial Intelligence(AI) that allows
computers to learn from data and make decisions without being programmed
for each task explicitly.

3. Roadmap to learn Machine
Learning
Programming Languages
01
Python for its
extensive libraries like
NumPy, Pandas.
R language for its
statistical computing
and data
visualization.

4. Roadmap to learn Machine
Learning
Version Control System
02
 git
commit
 git add
 git merge
 git status
 git config
 git push
 git pull
 git clone <path>
 git reset

5. Roadmap to learn Machine
Learning
Data Structures and Algorithms
03
• Arrays
• Linked
List
• Stack
• Trees
• Queue

6. Roadmap to learn Machine
Learning
Structured Query
Language(SQL)
04
Accessing data and organizing them are necessary for your
model.

7. Roadmap to learn Machine
Learning
Mathematics and Statistics
05
• Linear
Algebra
• Probabili
ty
• Statistics • Calculus

8. Roadmap to learn Machine
Learning
Data Handling
06
Python data handling includes creating, reading and writing
to files.
Listing files from
directory.
Copy and delete directories.
Copy ,rename and delete files from
directories

9. Roadmap to learn Machine
Learning
Machine Learning
Fundamentals
07
Supervised Learning. Unsupervised Learning.
Python Libraries

10. Roadmap to learn Machine
Learning
Advanced Machine learning
Concepts
08
Natural Learning
Process(NLP)
Computer Vision
Deep Learning
Ensemble Learning

11. Roadmap to learn Machine
Learning
Model Deployment
09
Setting models into action is the final step.
Python Frameworks