Simplifying tensor operations with einops libraryLet's look at an example of reshaping a tensor with einops. Assume we have a 4D shape tensor (batch_size, height, width, channels) representing a batch of RGB photos. We wish to reshape the tensor to have the shape (batch_size, channels, height * wid...Apr 23, 2023·2 min read
WTH is a number of pattern 3.9236e-04?A number in this pattern 3.9236e-04 is a scientific notation for a decimal number. To simplify it, we can convert it to a standard decimal format. 3.9236e-04 can be rewritten as: 3.9236 × 10^-4 To convert it to a decimal, we can move the decimal poin...Mar 20, 2023·1 min read
Relu activation functionThe ReLU (Rectified Linear Unit) activation function is a popular activation function used in deep learning neural networks. It is defined as: f(x) = max(0, x) This function returns the input value x if it is positive, and returns zero otherwise. In...Mar 20, 2023·1 min read
Understanding Recursive Programming with Decision Tree ML algorithm.The decision tree algorithm involves recursive programming because it solves the problem of constructing a decision tree by breaking it down into smaller sub-problems of the same type, and then solving those sub-problems in a similar way until a base...Mar 17, 2023·1 min read
The ReLU activation functionThe ReLU activation function is a non-linear function that is commonly used in deep learning models, including convolutional neural networks (CNNs) like ResNet50. The ReLU function is defined as follows: ReLU(x) = max(0, x) In other words, the ReLU ...Mar 17, 2023·2 min read
My Contributions in GitHub Open Source Repositories.Merged PR: #11794 : Typo Correction in ivy doc Deep-Dive #11670 : Typo Correction in ivy doc #1243 : Typo Correction in keras-io doc #1243 :Closed frontend function Integer implementation issue #12032 : iscomplexobj() implementation #12058 : isrealob...Mar 17, 2023·1 min read
What does SOTA/ State-Of-The-Art means?The term "State-Of-The-Art" (SOTA) refers to the current best-known performance achieved by a model or algorithm on a given task or benchmark. The word "state" in SOTA refers to the current condition or level of development of a particular area of m...Mar 16, 2023·1 min read