One-hot encoding
One-hot encoding is a powerful technique widely used in machine learning to transform categorical data into a format that algorithms can easily interpret. By converting categorical variables into bina...
Large language model architecture (Llama)
Large language model architecture (Llama) leverages cutting-edge techniques in natural language processing (NLP) to revolutionize the way machines understand and generate human-like text. This advance...
Mean absolute error (MAE)
Mean absolute error (MAE) is a crucial concept in the realm of predictive modeling, serving as a reliable error metric to gauge the accuracy of regression models. By focusing on the average absolute d...
Automated machine learning (AutoML)
Automated machine learning (AutoML) is revolutionizing the way organizations approach the development of machine learning models. By streamlining and automating key processes, it enables both seasoned...
Masked Language Models (MLMs)
Masked language models (MLMs) are at the forefront of advancements in natural language processing (NLP). These innovative models have revolutionized how machines comprehend and generate human language...
Q-learning
Q-learning is a fascinating technique within the broader realm of reinforcement learning. It empowers agents to learn optimal behaviors in various environments through trial and error, all while makin...
Backpropagation algorithm
The backpropagation algorithm is a cornerstone of modern machine learning, enabling neural networks to learn from data effectively. By systematically updating the weights of connections between neuron...
Consensus algorithms
Consensus algorithms are pivotal mechanisms that facilitate agreement among disparate nodes within a network. These algorithms are essential for maintaining the integrity and functionality of distribu...
Decision tree
Decision trees are a fundamental tool in machine learning, frequently used for both classification and regression tasks. Their intuitive, tree-like structure allows users to navigate complex datasets ...
Convolutional neural networks (CNNs)
Convolutional neural networks (CNNs) have revolutionized the way machines perceive the world, particularly in the field of image processing. By mimicking the organization of the human visual cortex, C...
