TY  - ADVS
AU  - Fechner,Nikolas
TI  - Introduction to machine learning and its application in chemistry
T2  - Introduction to Cheminformatics : data management, manipulation and properties,
PY  - 2011///
CY  - London
PB  - Henry Stewart Talks
KW  - Cheminformatics
KW  - Machine learning
KW  - QSAR (Biochemistry)
KW  - Artificial Intelligence
KW  - Chemistry
KW  - Informatics
KW  - Quantitative Structure-Activity Relationship
N1  - Animated audio-visual presentation with synchronized narration; Title from title frames; Contents: Data representation in machine learning -- Learning success models -- Overfitting -- Complexity control by design -- Supervised & Unsupervised machine learning -- Quantitative Structure-Activity Relationship (QSAR) -- Molecular descriptors -- A descriptor based QSAR model -- Choosing a learning objective -- Machine learning evaluation -- Clustering -- Distribution estimation -- Virtual screening (VS) -- VS performance estimation; Access restricted to subscribers
UR  - https://hstalks.com/bs/2015/
UR  - https://hstalks.com/bs/p/582/
ER  -