AI4Science at Microsoft: Catalyst Design & Material Discovery

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Related lectures (32)

Analytical Study of Space

Explores landmarks, coordinates, vectors, coplanarity, Cartesian equations, and geometric rules in space.

Chemical Kinetics: Reaction Rates and Mechanisms

Explores chemical kinetics, covering reaction rates, mechanisms, rate laws, reaction orders, temperature influence, and catalysis.

Catalytic Asymmetric Reactions in Organic Chemistry

Explores catalytic asymmetric reactions in organic chemistry, focusing on electrophilic allylation, C-C bond activation, and chiral enolate generation.

Principal Component Analysis: Dimensionality Reduction

Explores Principal Component Analysis for dimensionality reduction and unsupervised feature selection.

Thermal Decomposition of Solids

Explores thermal decomposition of solids, solid reagents, reaction methods, and synthesis of materials like porcelain and silicon carbide.

Scalar Product: Geometric Properties

Covers the definition and properties of the scalar product, including geometric interpretations and algebraic properties.

Electrophilic Substitution: Mechanisms and Selectivity

Explores electrophilic substitution reactions, emphasizing mechanisms and selectivity in aromatic compounds.

Iodine Recombination: Kinetics and Activation Energy

Explores iodine recombination kinetics, activation energy, and reaction mechanism.

Chemical Bonds: Stability and Reactivity

Explores chemical bonding rules, stability of isomers, reaction energy profiles, and nucleophile-electrophile interactions.

Neural Networks Recap: Activation Functions

Covers the basics of neural networks, activation functions, training, image processing, CNNs, regularization, and dimensionality reduction methods.

Advanced Organic Chemistry II

Covers advanced topics in organic chemistry, focusing on stereochemistry and reaction mechanisms.

Nucleophilic Substitutions: SN Reactions

Explores nucleophilic substitutions through SN1 and SN2 mechanisms, stereochemical inversion, leaving group quality, and nucleophilicity determination.

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