Lesson 5 (lecture with interactive demonstrations). Illustrated Discussion of Some Machine Learning and Data Analysis Methods

Лекция 1. Introductory lecture

Лекция 2. Python 3 and some common libraries

Лекция 3. Rational design tools: Specialized libraries, Cheminformatics and Quantum Chemistry Software

Лекция 4. Rational Disign Tools: Table Chemical Data, Molecular File Formats and Chemical Databases

Лекция 5. Illustrated Discussion of Some Machine Learning and Data Analysis Methods

Лекция 6. Free Energy Relationships and Linear Regresion

Лекция 7. Chemical Structure and Molecular Descriptors

Лекция 8. Rational Design in Medicinal Chemistry

Лекция 9. Rational Design of Materials and Recognized Issues of Machine Learning in Chemistry

Лекция 10. Rational Design of Catalysts

Лекция 11. Predicting Organic Reactions with Machine Learning

Лекция 12. Machine Learning in Organic Synthesis. Robots in Chemistry. Deep Learning in Drug Design