This document provides an introduction to machine learning, including an overview of machine learning workflows and examples. It discusses how machine learning models are trained on datasets to classify or predict outcomes. Specifically, it covers data ingestion, preparation, feature engineering, model training, deployment, and evaluation. Examples shown include animal and cancer classification, as well as rain and cricket score prediction to illustrate different machine learning techniques like classification and regression.
10. tags: Data Sources; Public; Private; Twitter; NADRA; National Database Registration Authority
Data Sources ??????? ??????????
Public Data Sources
Private Data Sources
Twitter
NADRA
nadra.gov.pk
24. tags:
Machine Learning Workflow
ML Workflow; Model Training
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Train
???????
DatasetStaged Database Machine Learning Training
Machine Learning Model
33. tags:
Machine Learning Objectives
Machine Learning; ML
??????? ???? ??? ????? ??? ???????
Ability to
Classify or Predict
Ability to identify trends
or patterns in data
34. tags:
Machine Learning Objectives
Machine Learning; ML
??????? ???? ??? ????? ??? ???????
Ability to
Classify or Predict
Ability to identify trends
or patterns in data
Predict
Classify
Identify Trends
or Patterns
39. tags:
Machine Learning Example
Machine Learning; ML; Classification
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Machine Learning Model
Animal Classification
Not a Cat
Evaluate
40. tags:
Machine Learning Example
Machine Learning; ML; Classification
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Machine Learning Model
Skin Cancer Identification
Cancer Diagnosis
Not Cancerous
Skin Image
Evaluate
41. tags:
Machine Learning Example
Machine Learning; ML; Classification
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Machine Learning Model
Breast Cancer Identification
Cancer Diagnosis
No Cancer
Patient Data
Evaluate
42. tags:
Dataset
Machine Learning Example
Machine Learning; ML; Regression
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Machine Learning Model Numeric Value
Rain Forecast for Karachi
Historical Data for
Rain in Karachi
43. tags:
Machine Learning Example
Machine Learning; ML; Regression
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Team Score Prediction for PSL Match
44. tags:
Dataset
Machine Learning Example
Machine Learning; ML; Regression
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Machine Learning Model
Team Score Prediction for PSL Match
Historical Score
Data
Total Runs Scored
by the team
Numeric Value
48. tags:
Machine Learning Example
Machine Learning; ML; Clustering
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Eid-ul-Adha Animal Categorization
Urban CentersRural Areas
49. tags:
Machine Learning Example
Machine Learning; ML; Clustering
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Sale of Sacrificial Animals
Eid-ul-Adha Animal Categorization
Blockchain
Government
of Punjab
50. tags:
Machine Learning Example
Machine Learning; ML; Clustering
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Dataset
Sale of Sacrificial Animals
Eid-ul-Adha Animal Categorization
51. tags:
Machine Learning Example
Machine Learning; ML; Clustering
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Eid-ul-Adha Animal Categorization
Dataset
Features
Animal Weight
Origin
Total Toll Paid
Distance Traveled
Sold or Not?
Eid Day Sold
Original Price
Final Sale Price