List: Data Science | Curated by Kevin Akbari

Oct 21, 2024
42 stories
Data Science
Kevin Akbari
Choosing the Best Regression Model: A Rollercoaster Ride through MLEver wondered how to choose the best regression model? Like that time you spent hours choosing the best pair of shoes, but when it comes to…
Oct 21, 2024
Oct 21, 2024
Kevin Akbari
NEU Surface Defect Dataset with Tensorflow APIBackground:
Sep 1, 2020
Sep 1, 2020
Kevin Akbari
Feature Selection with Lasso and Ridge RegressionConsider a US-based housing company named Surprise Housing has decided to enter the Australian market. The company uses data analytics to…
Feb 6, 2021
Feb 6, 2021
Kevin Akbari
Telecom Churn Case StudyProblem Statement:
Feb 23, 2021
Feb 23, 2021
Kevin Akbari
Viterbi Heuristic & BeyondThe vanilla Viterbi algorithm is a simple probability based technique to Part of Speech (POS) tagging the words of sentences. However this…
Apr 26, 2021
Apr 26, 2021
Kevin Akbari
Understanding Elastic Net Regression: A Brief Guide with Mathematical InsightsIntroduction:
Apr 10, 2024
Apr 10, 2024
Kevin Akbari
Unveiling the Mathematical Marvels of the Transformer ModelIntroduction:
Apr 10, 2024
Apr 10, 2024
Kevin Akbari
Exploring the Power of Siamese Networks in Data Compression: A Deep Dive into Mathematical InsightsIntroduction:
Apr 10, 2024
Apr 10, 2024
Kevin Akbari
Demystifying Autoencoders: Understanding the Mathematics and ImplementationIntroduction:
Apr 10, 2024
Apr 10, 2024
Kevin Akbari
Mastering Model Stacking: A Comprehensive Guide with Python Code ExampleIn the realm of machine learning, ensemble methods play a pivotal role in enhancing predictive performance and robustness. Model stacking…
Apr 11, 2024
Apr 11, 2024
Kevin Akbari
FastText Embeddings: A Mathematical PerspectiveFastText embeddings, a revolutionary technique in natural language processing (NLP), have garnered significant attention for their…
Apr 12, 2024
Apr 12, 2024
Kevin Akbari
Extra Trees Unveiled: Exploring its Inner Workings and Practical ImplementationIntroduction:
Apr 12, 2024
Apr 12, 2024
Kevin Akbari
Unveiling the Power of LSTM: A Guide to Text GenerationIntroduction
Apr 15, 2024
Apr 15, 2024
Kevin Akbari
Understanding Residual Networks (ResNet) in Deep LearningResidual Networks, or ResNets, stand as a cornerstone in the domain of deep learning, offering significant improvements in training deep…
Apr 15, 2024
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Apr 15, 2024
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Kevin Akbari
A Comprehensive Guide to Text Pre-processing for Natural Language Processing (NLP) ModelsIntroduction
Apr 16, 2024
Apr 16, 2024
Kevin Akbari
VotingClassifier in Scikit-Learn: A Comprehensive GuideIntroduction:
Apr 19, 2024
Apr 19, 2024
Kevin Akbari
Feature Extraction with Pre-trained Neural NetworksIntroduction:
Apr 19, 2024
Apr 19, 2024
Kevin Akbari
Unveiling the Mathematics Behind Quadratic Discriminant Analysis (QDA) and Pseudo LabelingIntroduction:
Apr 22, 2024
Apr 22, 2024
Kevin Akbari
Optuna: A Hyperparameter Tuning GuideIntroduction
Apr 24, 2024
Apr 24, 2024
Kevin Akbari
Sentence-BERT: Harnessing the Power of Siamese BERT-Networks for Sentence EmbeddingsIntroduction:
Apr 29, 2024
Apr 29, 2024