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The four elements of Artificial Intelligence (AI)

2024-10-14 18:47:46 0 Report
The four elements of Artificial Intelligence (AI)
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Outline/Content
Internet data
IoT device data
Corporate internal data
Data source diversity
Data Quality Assessment Criteria
Data collection
Missing value handling
Outlier detection
Data Cleaning
Unified data format
Data normalization/standardization
Data Formatting
Data preprocessing
Alibaba Cloud OSS
Amazon S3
Cloud storage solutions
Distributed storage system
Data Backup and Recovery Strategy
Local Storage Architecture Design
Data storage
Descriptive statistical analysis
Inferential statistical analysis
Statistical analysis method
Classification algorithm
Regression algorithm
Application of machine learning algorithms
Data Analysis
Data
Decision tree
Support Vector Machine
Supervised Learning
Clustering algorithm
Dimensionality reduction algorithm
Unsupervised Learning
Machine Learning Algorithm
Convolutional Neural Network (CNN)
Recurrent Neural Network (RNN)
Neural Network
Q-learning
The Principle of AlphaGo Algorithm
Reinforcement Learning
Deep learning algorithm
Grid Search
Random Search
Parameter tuning
Ensemble learning
Multi-model fusion strategy
Algorithm fusion
Algorithm optimization
Algorithm
Differences in computing power
Application scenario analysis
Comparison between CPU and GPU
TPU(Tensor Processing Unit)
NPU(Neural Processing Unit)
Dedicated AI Chip
Computing hardware
Alibaba Cloud
Amazon AWS
Public cloud service provider
IaaS (Infrastructure as a Service)
Platform as a Service
Cloud Computing Service Types
Cloud computing platform
Low latency response
Reduce cloud pressure
Definition and Advantages of Edge Computing
Intelligent Security
Self-driving
Edge computing application scenarios
Edge computing
Computing power
Robot Assembly
Intelligent Quality Inspection
Automation of production lines
Inventory Management System
Logistics Tracking System
Supply chain optimization
Intelligent Manufacturing
Image recognition technology
Genetic sequencing analysis
Disease Assistant Diagnosis
Personal Health Record Management
Telemedicine services
Health Management Platform
Smart Healthcare
Intelligent Traffic Signal Lights
Management of Autonomous Vehicles
Intelligent Transportation System
Face recognition technology
Intelligent video surveillance
Smart City
Scene Application
The four elements of Artificial Intelligence (AI)
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