狠狠撸

狠狠撸Share a Scribd company logo
Introduction to Machine Learning
??????? ???? ??? ????? ??? ???????
tags:
Artificial Intelligence or AI
Artificial Intelligence; AI
???? ??? ???? ???? ???????????? ????????
tags:
Artificial Intelligence or AI
Artificial Intelligence; AI
???? ??? ???? ???? ???????????? ????????
tags: Artificial Intelligence; Machine Learning; Deep Learning
Artificial Intelligence
tags: Artificial Intelligence; Machine Learning; Deep Learning
Artificial IntelligenceMachine LearningDeep Learning
tags: Artificial Intelligence; Machine Learning; Deep Learning
Artificial Intelligence
Machine Learning
Deep Learning
tags: Big Data
Background ?????? ????
Data
Amount of data in the world doubles every 2.4 years
tags: Big Data
Background ?????? ????
Social Media
Data
tags: Data
Background ?????? ????
Data
tags: Data Sources; Public; Private; Twitter; NADRA; National Database Registration Authority
Data Sources ??????? ??????????
Public Data Sources
Private Data Sources
Twitter
NADRA
nadra.gov.pk
tags: Data Source; Ingest
Data Sources ??????? ??????????
Ingest
?????
tags:
Machine Learning Workflow
ML Workflow; Ingest
?????? ???? ??? ????? ??? ???????
Ingest
?????
?????? ???? ????????? ???? ??????? ??????
tags:
Machine Learning Workflow
ML Workflow; Staging
?????? ???? ??? ????? ??? ???????
Stage
?????????
??????? ???? ?????????
????????? ?????
tags:
Machine Learning Workflow
ML Workflow; Staging; Data Prep; Data Cleansing; Data Munging
?????? ???? ??? ????? ??? ???????
Stage
?????????
??????? ???? ?????????
?????? ???? ????????????
????? ????? ???? ?????????
tags:
Data Preparation
Staging; Data Prep; Data Cleansing; Data Munging; Dataset
??????? ???? ?????????
??????? ???? ????????? ??????? ???? ????????? ????? ????? ???? ?????????
Dataset
Staged Database
tags:
Data Preparation
Staging; Data Prep; Data Cleansing; Data Munging; Dataset
??????? ???? ?????????
Dataset
Staged Database
Data Cleansing
1
??????? ???? ?????????
Data Integration
2
???????? ??????????
Data Transformation
3
??????????? ??????????
Dimensionality Reduction
4
???????? ????? ????
?
???
tags:
Dataset
Data Cleansing; Data Integration; Data Transformation; Dimensionality Reduction; Feature Engineering; Dataset
Data Cleansing
1
??????? ???? ?????????
Data Integration
2
???????? ??????????
Data Transformation
3
??????????? ??????????
Dimensionality Reduction
4
???????? ????? ????
?
???
??????? ??????? ??????
tags:
Dataset
Data Cleansing; Data Integration; Data Transformation; Dimensionality Reduction; Feature Engineering; Dataset
Data Cleansing
1
??????? ???? ?????????
Data Integration
2
???????? ??????????
Data Transformation
3
??????????? ??????????
Dimensionality Reduction
4
???????? ????? ????
?
???
??????? ??????? ??????
???
???
???
???
???
tags:
Dataset
Data Cleansing; Data Integration; Data Transformation; Dimensionality Reduction; Feature Engineering; Dataset
Data Cleansing
1
??????? ???? ?????????
Data Integration
2
???????? ??????????
Data Transformation
3
??????????? ??????????
Dimensionality Reduction
4
???????? ????? ????
?
???
Dataset 1 Dataset 2 Dataset 3
tags: Data Cleansing; Data Integration; Data Transformation; Dimensionality Reduction; Feature Engineering; Dataset
Data Cleansing
1
??????? ???? ?????????
Data Integration
2
???????? ??????????
Dimensionality Reduction
4
???????? ????? ????
?
???
Data Transformation
3
??????????? ??????????
Dataset
tags:
Data Transformation
3
??????????? ??????????
Feature; Dimension Dimensionality Reduction; Feature Engineering; Feature Selection; Dataset
Data Cleansing
1
??????? ???? ?????????
Data Integration
2
???????? ??????????
Dimensionality Reduction
4
???????? ????? ????
?
???
Dataset
Feature
Or
Dimension
????????
????
????
?
???
tags:
Data Transformation
3
??????????? ??????????
Feature; Dimension Dimensionality Reduction; Feature Engineering; Feature Selection; Dataset
Data Cleansing
1
??????? ???? ?????????
Data Integration
2
???????? ??????????
Dataset
Feature Selection
???????? ???? ????????
tags:
Machine Learning Workflow
ML Workflow; Model Training
?????? ???? ??? ????? ??? ???????
Train
???????
tags:
Machine Learning Workflow
ML Workflow; Model Training
?????? ???? ??? ????? ??? ???????
Train
???????
DatasetStaged Database Machine Learning Training
Machine Learning Model
tags:
Machine Learning Workflow
ML Workflow; Model Training
?????? ???? ??? ????? ??? ???????
Train
???????
tags:
Machine Learning Workflow
ML Workflow; Model Deployment
?????? ???? ??? ????? ??? ???????
Deploy
?????????
tags:
Machine Learning Workflow
ML Workflow; Model Deployment
?????? ???? ??? ????? ??? ???????
Deploy
?????????
Machine Learning ModelNew Data Result
Evaluate
tags:
Machine Learning Workflow
ML Workflow
?????? ???? ??? ????? ??? ???????
Deploy
?????????
tags:
Machine Learning
Machine Learning; ML
??? ????? ??? ???????
Machine Learning Model Decision or Insight
Operations
Dataset
tags:
Machine Learning
Machine Learning; ML
??? ????? ??? ???????
Operations
tags:
Machine Learning
Machine Learning; ML
??? ????? ??? ???????
Operations
Model Creation
Model Training
tags:
Machine Learning
Machine Learning; ML
??? ????? ??? ???????
Machine Learning Model
Model Creation
Model Training
Train
tags:
Machine Learning Objectives
Machine Learning; ML
??????? ???? ??? ????? ??? ???????
Ability to
Classify or Predict
Ability to identify trends
or patterns in data
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
tags:
Machine Learning Objectives
Machine Learning; ML
??????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
tags:
Machine Learning Types
Machine Learning; ML; Classification
??????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Machine Learning Model
Categ0ry A
Categ0ry B
Dataset
Train
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
Cat
Picture
Train
tags:
Machine Learning Example
Machine Learning; ML; Classification
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Machine Learning Model
Animal Classification
Cat
Evaluate
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
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
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
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
tags:
Machine Learning Example
Machine Learning; ML; Regression
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Team Score Prediction for PSL Match
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
tags:
Machine Learning Types
Machine Learning; ML; Regression
??????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Machine Learning Model
tags:
Machine Learning Types
Machine Learning; ML; Regression
??????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
OperationsDataset Patterns in Data
tags:
Machine Learning Example
Machine Learning; ML; Clustering
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
???????????? ?????
Eid-ul-Adha
Eid-ul-Adha Animal Categorization
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
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
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
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
tags:
Machine Learning Example
Machine Learning; ML; Clustering
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Eid-ul-Adha Animal Categorization
Dataset Operations
tags:
Machine Learning Example
Machine Learning; ML; Clustering
?????? ???? ??? ????? ??? ???????
Predict
Classify
Identify Trends
or Patterns
1
2
3
Eid-ul-Adha Animal Categorization

More Related Content

Introduction to Machine Learning (Test)

  • 1. Introduction to Machine Learning ??????? ???? ??? ????? ??? ???????
  • 2. tags: Artificial Intelligence or AI Artificial Intelligence; AI ???? ??? ???? ???? ???????????? ????????
  • 3. tags: Artificial Intelligence or AI Artificial Intelligence; AI ???? ??? ???? ???? ???????????? ????????
  • 4. tags: Artificial Intelligence; Machine Learning; Deep Learning Artificial Intelligence
  • 5. tags: Artificial Intelligence; Machine Learning; Deep Learning Artificial IntelligenceMachine LearningDeep Learning
  • 6. tags: Artificial Intelligence; Machine Learning; Deep Learning Artificial Intelligence Machine Learning Deep Learning
  • 7. tags: Big Data Background ?????? ???? Data Amount of data in the world doubles every 2.4 years
  • 8. tags: Big Data Background ?????? ???? Social Media Data
  • 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
  • 11. tags: Data Source; Ingest Data Sources ??????? ?????????? Ingest ?????
  • 12. tags: Machine Learning Workflow ML Workflow; Ingest ?????? ???? ??? ????? ??? ??????? Ingest ????? ?????? ???? ????????? ???? ??????? ??????
  • 13. tags: Machine Learning Workflow ML Workflow; Staging ?????? ???? ??? ????? ??? ??????? Stage ????????? ??????? ???? ????????? ????????? ?????
  • 14. tags: Machine Learning Workflow ML Workflow; Staging; Data Prep; Data Cleansing; Data Munging ?????? ???? ??? ????? ??? ??????? Stage ????????? ??????? ???? ????????? ?????? ???? ???????????? ????? ????? ???? ?????????
  • 15. tags: Data Preparation Staging; Data Prep; Data Cleansing; Data Munging; Dataset ??????? ???? ????????? ??????? ???? ????????? ??????? ???? ????????? ????? ????? ???? ????????? Dataset Staged Database
  • 16. tags: Data Preparation Staging; Data Prep; Data Cleansing; Data Munging; Dataset ??????? ???? ????????? Dataset Staged Database Data Cleansing 1 ??????? ???? ????????? Data Integration 2 ???????? ?????????? Data Transformation 3 ??????????? ?????????? Dimensionality Reduction 4 ???????? ????? ???? ? ???
  • 17. tags: Dataset Data Cleansing; Data Integration; Data Transformation; Dimensionality Reduction; Feature Engineering; Dataset Data Cleansing 1 ??????? ???? ????????? Data Integration 2 ???????? ?????????? Data Transformation 3 ??????????? ?????????? Dimensionality Reduction 4 ???????? ????? ???? ? ??? ??????? ??????? ??????
  • 18. tags: Dataset Data Cleansing; Data Integration; Data Transformation; Dimensionality Reduction; Feature Engineering; Dataset Data Cleansing 1 ??????? ???? ????????? Data Integration 2 ???????? ?????????? Data Transformation 3 ??????????? ?????????? Dimensionality Reduction 4 ???????? ????? ???? ? ??? ??????? ??????? ?????? ??? ??? ??? ??? ???
  • 19. tags: Dataset Data Cleansing; Data Integration; Data Transformation; Dimensionality Reduction; Feature Engineering; Dataset Data Cleansing 1 ??????? ???? ????????? Data Integration 2 ???????? ?????????? Data Transformation 3 ??????????? ?????????? Dimensionality Reduction 4 ???????? ????? ???? ? ??? Dataset 1 Dataset 2 Dataset 3
  • 20. tags: Data Cleansing; Data Integration; Data Transformation; Dimensionality Reduction; Feature Engineering; Dataset Data Cleansing 1 ??????? ???? ????????? Data Integration 2 ???????? ?????????? Dimensionality Reduction 4 ???????? ????? ???? ? ??? Data Transformation 3 ??????????? ?????????? Dataset
  • 21. tags: Data Transformation 3 ??????????? ?????????? Feature; Dimension Dimensionality Reduction; Feature Engineering; Feature Selection; Dataset Data Cleansing 1 ??????? ???? ????????? Data Integration 2 ???????? ?????????? Dimensionality Reduction 4 ???????? ????? ???? ? ??? Dataset Feature Or Dimension ???????? ???? ???? ? ???
  • 22. tags: Data Transformation 3 ??????????? ?????????? Feature; Dimension Dimensionality Reduction; Feature Engineering; Feature Selection; Dataset Data Cleansing 1 ??????? ???? ????????? Data Integration 2 ???????? ?????????? Dataset Feature Selection ???????? ???? ????????
  • 23. tags: Machine Learning Workflow ML Workflow; Model Training ?????? ???? ??? ????? ??? ??????? Train ???????
  • 24. tags: Machine Learning Workflow ML Workflow; Model Training ?????? ???? ??? ????? ??? ??????? Train ??????? DatasetStaged Database Machine Learning Training Machine Learning Model
  • 25. tags: Machine Learning Workflow ML Workflow; Model Training ?????? ???? ??? ????? ??? ??????? Train ???????
  • 26. tags: Machine Learning Workflow ML Workflow; Model Deployment ?????? ???? ??? ????? ??? ??????? Deploy ?????????
  • 27. tags: Machine Learning Workflow ML Workflow; Model Deployment ?????? ???? ??? ????? ??? ??????? Deploy ????????? Machine Learning ModelNew Data Result Evaluate
  • 28. tags: Machine Learning Workflow ML Workflow ?????? ???? ??? ????? ??? ??????? Deploy ?????????
  • 29. tags: Machine Learning Machine Learning; ML ??? ????? ??? ??????? Machine Learning Model Decision or Insight Operations Dataset
  • 30. tags: Machine Learning Machine Learning; ML ??? ????? ??? ??????? Operations
  • 31. tags: Machine Learning Machine Learning; ML ??? ????? ??? ??????? Operations Model Creation Model Training
  • 32. tags: Machine Learning Machine Learning; ML ??? ????? ??? ??????? Machine Learning Model Model Creation Model Training Train
  • 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
  • 35. tags: Machine Learning Objectives Machine Learning; ML ??????? ???? ??? ????? ??? ??????? Predict Classify Identify Trends or Patterns 1 2 3
  • 36. tags: Machine Learning Types Machine Learning; ML; Classification ??????? ???? ??? ????? ??? ??????? Predict Classify Identify Trends or Patterns 1 2 3 Machine Learning Model Categ0ry A Categ0ry B Dataset Train
  • 37. 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 Cat Picture Train
  • 38. tags: Machine Learning Example Machine Learning; ML; Classification ?????? ???? ??? ????? ??? ??????? Predict Classify Identify Trends or Patterns 1 2 3 Machine Learning Model Animal Classification Cat Evaluate
  • 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
  • 45. tags: Machine Learning Types Machine Learning; ML; Regression ??????? ???? ??? ????? ??? ??????? Predict Classify Identify Trends or Patterns 1 2 3 Machine Learning Model
  • 46. tags: Machine Learning Types Machine Learning; ML; Regression ??????? ???? ??? ????? ??? ??????? Predict Classify Identify Trends or Patterns 1 2 3 OperationsDataset Patterns in Data
  • 47. tags: Machine Learning Example Machine Learning; ML; Clustering ?????? ???? ??? ????? ??? ??????? Predict Classify Identify Trends or Patterns 1 2 3 ???????????? ????? Eid-ul-Adha Eid-ul-Adha Animal Categorization
  • 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
  • 52. tags: Machine Learning Example Machine Learning; ML; Clustering ?????? ???? ??? ????? ??? ??????? Predict Classify Identify Trends or Patterns 1 2 3 Eid-ul-Adha Animal Categorization Dataset Operations
  • 53. tags: Machine Learning Example Machine Learning; ML; Clustering ?????? ???? ??? ????? ??? ??????? Predict Classify Identify Trends or Patterns 1 2 3 Eid-ul-Adha Animal Categorization