【课程内容】
Introduction to Artificial Intelligence AI Class
- Welcome to AI
- Problem Solving
- Probability in AI
- Probabilistic Inference
- Machine Learning
- Unsupervised Learning
- Representation with Logic
- Planning
- Planning under Uncertainty
- Reinforcement Learning
- HMMs and Filters
- MDP Review
- Games
- Game Theory
- Advanced Planning
- Computer Vision
- Robotics
- Natural Language Processing
- Office Hours
附带
Data Manipulation at Scale Systems and Algorithms
01 data science context and concepts
- examples and the diversity of data science
- working definitions of data science
- characterizing this course
- related topics
- course logistics
- assignment 1 twitter sentiment analysis
02 relational databases and the relational algebra
- principles of data manipulation and management
- relational algebra
- sql for data science
- key principles of relational databases
03 mapreduce and parallel dataflow programming
- reasoning about scale
- the mapreduce programming model
- algorithms in mapreduce
- parallel databases vs mapreduce
04 nosql systems and concepts
- what problems do nosql systems aim to solve
- early key value systems and key concepts
- document stores and extensible record stores
- extended nosql systems
- pig programming with relational algebra
- pig analytics
- spark
05 graph analytics
- structural tasks
- traversal tasks
- pattern matching tasks and graph query
- recursive queries
- representations and algorithms
钟义信 人工智能与大数据
共两课
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