Prasad MahamulkarRetrieval-Augmented Generation (RAG) using LangChain and LlamaIndexStep-by-step implementationFeb 92Feb 92
Prasad MahamulkarFine-tune a Large Language ModelA Step-by-Step Phi-2 Model Fine-tuningJan 221Jan 221
Prasad MahamulkarUnivariate and Multivariate Imputation Techniques in Machine LearningImputing missing values (Null) is an important step in feature engineering because many machine-learning algorithms do not support missing…Jan 1Jan 1
Prasad MahamulkarFeature Scaling Using Standardization, Normalization and Robust ScalingFeature scaling is a technique in machine learning that transforms the values of features to a similar scale without losing the shape of…Dec 17, 2023Dec 17, 2023
Prasad MahamulkarDiscretization or Numerical Feature EncodingDiscretization or binning is the process that transforms a numerical feature into a discrete feature. In simpler terms, it creates bins…Nov 21, 2023Nov 21, 2023
Prasad MahamulkarMathematical Feature Transformation in Machine LearningMathematical/ Gaussian transformation is the method that transforms data distribution to Gaussian (normal) distribution.Nov 2, 2023Nov 2, 2023
Prasad MahamulkarHow to Encode Categorical Features in Machine LearningCategorical features in the dataset can be challenging for machine learning and deep learning algorithms because these algorithms require…Oct 18, 2023Oct 18, 2023
Prasad MahamulkarMastering SQL Commands in PythonAs a Data Professional, you should be proficient in SQL because it allows us to extract data from databases as per the requirement. Also…Sep 17, 2023Sep 17, 2023
Prasad MahamulkarData Visualization Best PracticesLet’s understand Data Visualization Best Practices using the following visualization. The visualization is taken from…Jun 13, 2023Jun 13, 2023
