Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Bayesian Classification
Search
Gang Tao
November 03, 2015
Technology
0
570
Bayesian Classification
This slides introduced the basic concept and implementation of Bayesian Classification
Gang Tao
November 03, 2015
Tweet
Share
More Decks by Gang Tao
See All by Gang Tao
Visualizing the Pulse of Data
gangtao
0
87
Query Your Streaming Data on Kafka using SQL
gangtao
0
54
Unlocking Cloud Observability
gangtao
0
110
Scale Machine learning model deployment
gangtao
0
240
How to be interesting
gangtao
0
74
Cloud Monitoring
gangtao
0
83
Big Data Computation Architecture
gangtao
0
150
Splunk Spark Integration
gangtao
1
1.1k
Regression
gangtao
0
90
Other Decks in Technology
See All in Technology
ここ一年のCCoEとしてのAWSコスト最適化を振り返る / CCoE AWS Cost Optimization devio2025
masahirokawahara
1
570
Yahoo!広告ビジネス基盤におけるバックエンド開発
lycorptech_jp
PRO
1
320
Browser
recruitengineers
PRO
6
1.9k
Understanding Go GC #coefl_go_jp
bengo4com
1
1.1k
Product Management Conference -AI時代に進化するPdM-
kojima111
0
260
モバイルアプリ研修
recruitengineers
PRO
5
1.5k
絶対に失敗できないキャンペーンページの高速かつ安全な開発、WINTICKET × microCMS の開発事例
microcms
0
260
Kubernetes における cgroup v2 でのOut-Of-Memory 問題の解決
pfn
PRO
0
400
実践AIガバナンス
asei
3
230
つくって納得、つかって実感! 大規模言語モデルことはじめ
recruitengineers
PRO
30
11k
そのコンポーネント、サーバー?クライアント?App Router開発のモヤモヤを可視化する補助輪
makotot
4
760
Oracle Cloud Infrastructure:2025年8月度サービス・アップデート
oracle4engineer
PRO
0
140
Featured
See All Featured
It's Worth the Effort
3n
187
28k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
smashingmag
252
21k
How GitHub (no longer) Works
holman
315
140k
Distributed Sagas: A Protocol for Coordinating Microservices
caitiem20
333
22k
Being A Developer After 40
akosma
90
590k
Principles of Awesome APIs and How to Build Them.
keavy
126
17k
Thoughts on Productivity
jonyablonski
69
4.8k
Building an army of robots
kneath
306
46k
Building a Scalable Design System with Sketch
lauravandoore
462
33k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
9
790
A Modern Web Designer's Workflow
chriscoyier
696
190k
RailsConf 2023
tenderlove
30
1.2k
Transcript
Bayesian Classifier Gang Tao
Algebraic Geometry Complex Analysis factal Differential equation Geometry Dynamical System
Combinatorial Mathematics Statistics Computational mathematics
Bayes Theorem
None
Bayes Theorem
Diachronic Interpretation H -> Hypothesis D -> Data P(H) ->
Prior Probability P(H|D) -> Posterior Probability P(D|H) -> Likelihood P(D) -> Normalizing Constant
Bayes Theorem Original Belief Observation + = New Belief
Bayes and Occam’s Razor
“All Models are wrong, but some of them are better
than the others”
Model Complexity
Naive Bayes “Naive” because it is based on independence assumption
All the attributes are conditional independent given the class
Naive Bayes Classifier
How to build a Bayesian Classifier for prediction Prepare Data
Features Extraction Select Distribution Model Calculate the Probability for each attributes Multiply All Probabilities Label with highest Probability
Advantage VS. Disadvantage Powerful Efficient in Space and Time Incremental
Trainer Simple Independant Assumption Probability are not relevant
Application of Bayesian Classifier Spam Email Filter Natural Language Processing
Word Segmentation Spell Checking Machine Translation Pattern Recognition
Thank You