Overview
Watch a thought-provoking conference talk by Professor Michael I. Jordan, a leading figure in machine learning, as he shares his insights on the future of AI and machine learning at ODSC West 2019. Explore potential billion-dollar industries that could emerge by leveraging data science and machine learning as core business models. Delve into topics such as the history and challenges of machine learning, engineering obstacles, market opportunities, and research prospects. Learn about recommendation systems, multi-armed bandits, matching markets, and decision-making processes in the context of AI. Gain valuable perspectives on the hype surrounding AI and discover new algorithmic approaches to address false discoveries and conditional probability issues in the field.
Syllabus
Machine Learning
What is Machine Learning
History of Machine Learning
Engineering Challenges
Martian Computers
Markets
Research Opportunities
Machine Learning Issues
Recommendation Systems
No Scarcity
Create Markets
Music
Data
United Masters
Bandits Matching Markets
Multiarmed Bandit
Multiple Decisions
Buyers and Sellers
Bandits
Exploration Exploitation
Market Ideas
Slide Skip
Decision Making
Conditional Probability
False Discovery Proportion
Making the discoveries
False discoveries
New ways
Algorithms
Hype
Taught by
Open Data Science