List: Machine Learning/Algorithms | Curated by Chris Yan

Nov 22, 2024
59 stories
Machine Learning/Algorithms
Chris Yan
Understanding Transformer Architectures: Decoder-Only, Encoder-Only, and Encoder-Decoder ModelsThe Standard Transformer was introduced in the seminal paper “Attention is All You Need” by Vaswani et al. in 2017. The Transformer…
Nov 20, 2024
Nov 20, 2024
Chris Yan
Understanding Cross-Encoders: Architecture, Implementation, and ApplicationsCross-encoders are a powerful class of models widely used in tasks that require precise pairwise scoring, such as information retrieval…
Nov 6, 2024
Nov 6, 2024
Chris Yan
Implementing Model Compression Techniques for Deploying DL models or LLMs in Resource-Constrained…As the use of large language models (LLMs) or deep learning models (DL) becomes increasingly prevalent, the challenge of deploying these…
Nov 5, 2024
Nov 5, 2024
Chris Yan
AIOps vs. MLOps: Understanding the Key Differences
Oct 17, 2024
Oct 17, 2024
Chris Yan
Anomaly Detection Using Isolation Forest: A Comprehensive GuideAnomaly detection is a vital task in various applications like fraud detection, network security, manufacturing quality control, and…
Sep 30, 2024
Sep 30, 2024
Chris Yan
Handling Skewed Features in Machine Learning: Identification, Strategies, and Best Practices
Sep 25, 2024
Sep 25, 2024
Chris Yan
An Introduction to the Prophet Model: Time Series Forecasting Made EasyTime series forecasting is an essential task in many industries, from finance to retail, where predicting future trends can guide critical…
Sep 23, 2024
Sep 23, 2024
Chris Yan
Customer Behavior Segmentation Using RFME (Recency, Frequency, Monetary, Engagement) for E-Commerce…Customer behavior segmentation is a powerful tool for e-commerce businesses aiming to personalize their marketing strategies, improve…
Sep 18, 2024
Sep 18, 2024
Chris Yan
M Estimate Encoding: A Comprehensive GuideM Estimate Encoding is a powerful technique used for handling high cardinality categorical variables, particularly in machine learning…
Sep 16, 2024
Sep 16, 2024
Chris Yan
Understanding SARIMAX: An Seasonal Time Series Forecasting TechniqueSARIMAX, or Seasonal AutoRegressive Integrated Moving Average with eXogenous factors, is a powerful extension of the ARIMA model that…
Aug 5, 2024
Aug 5, 2024
Chris Yan
Understanding the Vector AutoRegressive (VAR) Model When Dealing with Multiple Time Series…The Vector AutoRegressive (VAR) model is a powerful tool in time series analysis, especially when dealing with multiple interrelated time…
Jul 31, 2024
Jul 31, 2024
Chris Yan
Designing Marketing Programs with a Customer Churn Model
Jul 30, 2024
Jul 30, 2024
Chris Yan
Understanding Hamming Distance: A Measure of SimilarityIn the fields of computer science, information theory, and coding theory, the Hamming distance is a fundamental metric for measuring the…
Jul 24, 2024
Jul 24, 2024
Chris Yan
Understanding the Matthews Correlation Coefficient (MCC) in ClassificationIn the realm of binary classification, evaluating the performance of a model is crucial to understanding its effectiveness. Among various…
Jul 23, 2024
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Jul 23, 2024
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Chris Yan
Understanding Cook’s Distance in Regression AnalysisIn regression analysis, Cook’s distance is a measure used to identify influential data points that have a disproportionate impact on the…
Jul 22, 2024
Jul 22, 2024
Chris Yan
Akaike Information Criterion (AIC): A Comprehensive GuideThe Akaike Information Criterion (AIC) is a powerful tool for model selection in statistics and machine learning. Developed by Hirotsugu…
Jul 18, 2024
Jul 18, 2024
Chris Yan
Understanding F-Scores in Classification including F1, F2, and Fβ scores
Jul 17, 2024
Jul 17, 2024
Chris Yan
Integrating a Pretrained Model ID into Hugging Face Pipeline with Longformer Model
Jul 16, 2024
Jul 16, 2024
Chris Yan
Handling Long Input Prompts with Hugging Face Models
Jul 15, 2024
Jul 15, 2024
Chris Yan
An End-to-End E-commerce Customer Segmentation Model with Python’s scikit-learnCustomer segmentation is a powerful strategy for understanding and targeting different customer groups based on their behaviors and…
Jul 11, 2024
Jul 11, 2024