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Skill Topic ยท Cinematic

๐Ÿค– Machine Learning Fundamentals โ€” ML Ki Pehli Samajh

๐Ÿ“˜ Course: Data Science | ๐Ÿ“‘ Topic #41 | ๐Ÿท๏ธ Section 6: ML for Data Science โฌ…๏ธ 40-EDA-Case-Study | โžก๏ธโ€ฆ

Overview
๐ŸŒŸ

๐Ÿค– Machine Learning Fundamentals โ€” ML Ki Pehli Samajh โ€” Quick Facts

๐Ÿ“Œ

๐Ÿ“‘ Topic #41: ๐Ÿท๏ธ Section 6: ML for Data Science

๐ŸŽฏ

> โฌ…๏ธ [40-EDA-Case-Study](40-EDA-Case-Study.md): โžก๏ธ 42-Linear-Regression

Topic 1
โœจ

๐ŸŽฏ Is Topic Me Kya Seekhoge?

๐Ÿ’ก

ML kya hai โ€” Traditionalโ€ฆ

๐Ÿ”‘

ML ke types โ€” Supervised,โ€ฆ

โšก

ML Pipeline โ€” data se predictionโ€ฆ

๐ŸŽฏ

Key Concepts โ€” features, labels,โ€ฆ

Topic 2
โœจ

๐Ÿง  ML Kya Hai? โ€” Traditional vs ML

๐Ÿ”ฌ ` โ•”โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•โ•— โ•‘ TRADITIONAL PROGRAMMING vsโ€ฆ
Topic 3
๐Ÿ”’

๐Ÿ“Š ML Ke Types โ€” The Big 3

๐Ÿ“ˆ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ MACHINE LEARNINGโ€ฆ
Topic 4
๐Ÿ“ฅ โš™๏ธ ๐Ÿ”ฌ ๐Ÿ’ก

๐Ÿ“Š ML Pipeline โ€” End to End

๐Ÿงฎ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ ML PIPELINE โ€” STARTโ€ฆ
Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Š Key ML Vocabulary

๐ŸŽฒ `python import numpy as np import pandas as pd import matplotlib.pyplot as plt fromโ€ฆ
Topic 6
๐Ÿ” ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ“Š Train-Test Split

๐Ÿ” `python ======================================== ๐Ÿ“Š Train-Test Split โ€” ML Ka Foundationโ€ฆ
Topic 7
โœจ

๐Ÿ“Š Overfitting vs Underfitting

๐Ÿค– `python ======================================== ๐Ÿ“Š Overfitting vs Underfittingโ€ฆ
Topic 8
โš™๏ธ

๐Ÿ“Š Bias-Variance Tradeoff

โš™๏ธ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ BIAS-VARIANCEโ€ฆ
Topic 9
โœจ

๐Ÿ“Š Evaluation Metrics โ€” Classification

๐Ÿ“Š `python ======================================== ๐Ÿ“Š Classification Metricsโ€ฆ
Topic 10
โœจ

๐Ÿ“Š Evaluation Metrics โ€” Regression

๐Ÿ”ฌ `python ======================================== ๐Ÿ“Š Regression Metricsโ€ฆ
Topic 11
โœจ

๐Ÿ“Š Scikit-Learn โ€” ML Ka Swiss Army Knife

๐Ÿ“ˆ `python ======================================== ๐Ÿ”ง Scikit-Learn Quick Tourโ€ฆ
Topic 12
โœจ

๐Ÿ“Š Full Python Class: MLFundamentalsEngine

๐Ÿงฎ `python from dataclasses import dataclass, field from typing import Optional import numpyโ€ฆ
Topic 13
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ“Š ML Algorithm Quick Reference

๐ŸŽฒ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ ML ALGORITHMS โ€”โ€ฆ
Topic 14
๐Ÿ”

๐Ÿง  Quiz Time!

๐Ÿ’ก

A) Bina teacher ke seekhna

๐Ÿ”‘

B) Labeled data se input-outputโ€ฆ

โšก

C) Game khelna

๐ŸŽฏ

D) Random guessing

Topic 15
โœจ

๐Ÿ“Œ Key Takeaways

๐Ÿค– | Concept | Yaad Rakho | |---------|------------| | ML | Data se rules seekhna (notโ€ฆ
Topic 16
โš™๏ธ

โฌ…๏ธ [40-EDA-Case-Study](40-EDA-Case-Study.md) | โžก๏ธ [42-Linear-Regression](42-Linear-Regression.md)

โš™๏ธ
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿค– Machine Learning Fundamentals โ€” ML Ki Pehli Samajh ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿค– Machine Learning Fundamentals โ€” ML Ki Pehli Samajh Complete!

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โœ…

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