Content ITV PRO
This is Itvedant Content department
ML Fundamental
Navigating the ML Landscape: A Beginner's Guide
Learning Outcome
5
Recognize the standard Machine Learning workflow
4
Identify the right ML approach for a given real-world problem.
3
Distinguish between Regression (predicting numbers) and Classification (predicting categories).
2
Map out the three major domains: Supervised, Unsupervised, and Reinforcement Learning
1
Understand the difference between Traditional Programming and ML
The Spam Filter Dilemma
Traditional Programming
The Rule-Maker Approach
Machine learning approach
The student approach
The Paradigm Shift
DATA + ANSWER
= RULES
Machine learning
Algorithms learn patterns from historical data
Traditional approach
We write explicit rules to solve problems
DATA + RULES
= ANSWER
DATA + RULES
= ANSWER
Giving history test answers → Writing the textbook
Transition from Analogy to Technical Concept(Slide 5)
Core Concepts (Slide 6)
Core Concepts (Slide 7)
Core Concepts (.....Slide N-3)
Summary
5
Build strong branding
4
Use different marketing channels
3
Target the right audience
2
Create and communicate value
1
Understand customer needs
Choose cool, soft colors instead of vibrant colors
Max 5 Points for Summary & Min 2
Quiz
Which platform is mainly used for professional networking and B2B marketing ?
A. Facebook
B. Instagram
C. LinkedIn
D. Snapchat
Quiz-Answer
Which platform is mainly used for professional networking and B2B marketing ?
A. Facebook
B. Instagram
C. LinkedIn
D. Snapchat
Navigating the ML Landscape : A Beginner's Guide
By Content ITV
