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.
5 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
12 Video & PDF
An introduction to the concept of computation and its significance.
PythonComputation
Learn about control flow structures, branching, and iteration in Python.
PythonControl FlowIteration
Explore string manipulation and problem-solving techniques like guess and check, approximations, and bisection.
PythonString ManipulationAlgorithms
3 Video & PDF
Variables and Functions
Python
Setup Python Locally
Blackjack - Beginning
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