Notes: LSTM is a type of artificial neural network that is well-suited for processing sequential data, such as time series or natural language text. It is a variant of the RNN architecture,…
Category: 2019
Text Summarization
Notes: Text summarization is the process of generating a shorter version of a longer text document while preserving its key information and main points. Text summarization can be useful for tasks such…
Cosine Similarity, Semantic Similarity & Dialog Systems
Notes: Cosine similarity and semantic similarity are two measures of similarity that can be used in dialog systems to determine how closely related two pieces of text are. These measures can be…
Question Generation Systems
Notes: Question generation systems are software tools or AI systems that are designed to automatically generate questions based on a given input. These systems can be used for a variety of purposes,…
Gradient Boosting & Chatbots
Notes: Gradient boosting is a machine learning technique that involves training a sequence of weak prediction models, typically decision trees, in a stage-wise manner. The predictions made by each tree are combined…
Data-to-Text Generation
Notes: Data-to-text generation is a type of natural language processing task that involves generating human-readable text from structured data. This can involve generating descriptions, summaries, reports, or other types of text that…
Text Classification & Chatbots
Notes: Automatic text classification is the process of using machine learning algorithms to automatically assign labels or categories to text data based on its content. This is often done by using a…
Forums & Dialog Systems
Notes: Dialog systems, also known as conversational agents or chatbots, are often used in forums to provide automatic responses to user queries and requests. In a forum setting, a dialog system can…
k-Nearest Neighbors & Chatbots
Notes: The k-nearest neighbors (k-NN) algorithm is a non-parametric method for classification and regression that is used in machine learning and data mining. It is a type of instance-based learning, which means…
Fuzzy Logic & Dialog Systems
Notes: Fuzzy logic is a mathematical system that allows for the representation and manipulation of uncertainty in logic. It is based on the idea that logical statements can have a truth value…