From Linear Regression to XGBoost: A Side-by-Side Performance Comparison
Regression is undoubtedly one of the most mainstream tasks machine learning models can address.
View ArticleSynthetic Dataset Generation with Faker
In this article, you will learn: • how to use the Faker library in Python to generate various types of synthetic data.
View ArticleBuilding a Plain Seq2Seq Model for Language Translation
This post is divided into five parts; they are: • Preparing the Dataset for Training • Implementing the Seq2Seq Model with LSTM • Training the Seq2Seq Model • Using the Seq2Seq Model • Improving the...
View ArticleZero-Shot and Few-Shot Classification with Scikit-LLM
In this article, you will learn: • how Scikit-LLM integrates large language models like OpenAI's GPT with the Scikit-learn framework for text analysis.
View Article10 Critical Mistakes that Silently Ruin Machine Learning Projects
Machine learning projects can be as exciting as they are challenging.
View ArticleImage Augmentation Techniques to Boost Your CV Model Performance
In this article, you will learn: the purpose and benefits of image augmentation techniques in computer vision for improving model generalization and diversity.
View ArticleBeyond Pandas: 7 Advanced Data Manipulation Techniques for Large Datasets
If you've worked with data in Python, chances are you've used Pandas many times.
View ArticleBuilding a Seq2Seq Model with Attention for Language Translation
This post is divided into four parts; they are: • Why Attnetion Matters: Limitations of Basic Seq2Seq Models • Implementing Seq2Seq Model with Attention • Training and Evaluating the Model • Using the...
View ArticleYour First Containerized Machine Learning Deployment with Docker and FastAPI
Deploying machine learning models can seem complex, but modern tools can streamline the process.
View ArticleImplementing Advanced Feature Scaling Techniques in Python Step-by-Step
In this article, you will learn: • Why standard scaling methods are sometimes insufficient and when to use advanced techniques.
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