Lec5
Training Neural Networks II: Weight Initialization(Activation Statistics, Xavier Initialization, Kaiming / MSRA Initialization, Residual Networks…), Overfits, Regularization, Regularization, Data Augmentation
Training networks
Lec2
Introduction of Neural Networks I,Deep Neural Networks, Activation Fuctions
Neural networks
Lec3
Introduction of Neural Networks II,Universal Approximation, Convex Fuctions.
3 Video & PDF
https://cs50.harvard.edu/x/2023/weeks/6/
Transition to the versatile Python programming language, learning its syntax, data structures, and object-oriented features. You'll discover how to write Pythonic code and leverage its extensive libraries.
PythonProgrammingObject-Oriented Programming
SQL: Tables; Types; Statements; Constraints; Indexes; Keywords, Functions; Transactions. Race Conditionals. SQL Injection Attacks.
1
Internet: Routers; TCP/IP; DNS. HTTP: URLs, GET, POST. HTML: Tags; Attributes. Servers. CSS: Properties; Selectors. Frameworks. JavaScript: Variables; Conditionals; Loops. Events.
2
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