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In a mathematical way, Gaussian noise is a type of noise that is generated by adding random values that are normally distributed with a mean of zero and a standard deviation (σ) to the input data. The normal distribution, also known…
L1 and L2 regularization are methods implemented to combat overfitting in predictive models by modifying the loss function with a penalty component. L1 regularization, often referred to as Lasso, incorporates a term based on the absolute values of the model’s…
Data augmentation refers to the process of expanding a dataset’s size by generating new data points from existing ones. This is achieved through various modifications and transformations of the original data. The primary objective of data augmentation is to enhance…
Dropout is a strategy used to mitigate overfitting in neural networks. It works by randomly deactivating a certain percentage of neurons in the network during each training update. This approach encourages the network to develop several independent representations of the…
In this below program we will try to Learn about the LLMLingua Capabilities Setup LinguaLLM We can see that “Original Tokens: 10703 “ were compressed to 275Compressed Ratio: 38.92x but still the output were same All program in one time:
Based on Mistral-7B-v0 and developed by Eric Hartford, this initiative strives to foster more empathetic AI interactions. Its goal is to provide an exceptionally engaging and personal chat experience, creating a sense of genuine care and understanding. While Dolphin can’t…
I tried “Mixtral-8x7B-v0.1” of “Mistral AI” with “Google Colab”, so I summarized it. Platform: Google Colab Pro/Pro+ A100. table of contents 1. Mixtral-8x7B-v0.1 “ Mixtral 8x7B “ is a high quality “SMoE” (sparse mixture-of-experts) model developed by “ Mistral AI “.…
Artificial intelligence (AI) models have seen remarkable progress in recent years, with models like GPT-3 and PaLM showing human-level performance on many language tasks. However, the compute required to train these massive models is prohibitive, making further progress difficult. Enter…
HuggingFace’s Mixtral integration “ Mixtral 8x7b ” is an exciting LLM released today by “Mistral”. We established a new open-model SoTA that outperforms GPT-3.5 across many benchmarks. The Mistral integrations for HuggingFace delivered today include: ・Model sharing on HuggingFace Hub・Integration…
The steps for NLP (Natural Language Processing) typically include the following: Simple Example of NLP pipeline using python This example uses the NLTK library in python to perform tokenization, stop word removal, and stemming on a sample text. The output…