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Kvs satishUnlocking Performance: Accelerating Pandas Operations with PolarsImage by Author | Ideogram Introduction Polars is currently one of the fastest open-source libraries for data manipulation and processing on a single machine,…
Kvs satishRevisiting k-Means: 3 Approaches to Make It Work BetterImage by Author | ChatGPT Introduction The k-means algorithm is a cornerstone of unsupervised machine learning, known for its simplicity and trusted…
Kvs satishFeature Engineering with LLM Embeddings: Enhancing Scikit-learn ModelsImage by Editor | ChatGPT Large language model embeddings, or LLM embeddings, are a powerful approach to capturing semantically rich information in text…
Kvs satishNormalization layers are crucial components in transformer models that help stabilize training. Without normalization, models often fail to converge or behave poorly. This post explores LayerNorm, RMS Norm, and their…
Kvs satish7 Pandas Tricks That Cut Your Data Prep Time in HalfImage by Editor | ChatGPT Data preparation is one of the most time-consuming parts of any data science or analytics…
Kvs satishAttention operations are the signature of transformer models, but they are not the only building blocks. Linear layers and activation functions are equally essential. In this post, you will learn…
Kvs satishYour First Local LLM API Project in Python Step-By-StepImage by Editor | Midjourney Interested in leveraging a large language model (LLM) API locally on your machine using Python and not-too-overwhelming…
Kvs satishimport torch import torch.nn as nn import torch.nn.functional as F class Expert(nn.Module): def __init__(self, dim, intermediate_dim): super().__init__() self.gate_proj = nn.Linear(dim, intermediate_dim) self.up_proj = nn.Linear(dim, intermediate_dim) self.down_proj = nn.Linear(intermediate_dim, dim)…
Kvs satish5 Advanced RAG Architectures Beyond Traditional MethodsImage by Editor | Gemini Retrieval-augmented generation (RAG) has shaken up the world of language models by combining the best of two worlds: retrieving…
Kvs satishDecision Trees Aren’t Just for Tabular DataImage by Editor | ChatGPT Introduction Versatile, interpretable, and effective for a variety of use cases, decision trees have been among the most well-established…
