As humans, we tend to learn new things by comparing them with what we already know. Generative AI builds on practices from Predictive AI that's been around for decades. Generative artificial intelligence (gen AI) uses data in order to create something new. Predictive AI uses data to forecast or infer [...]
Below lists the major classification of Machine Learning Algorithms Clustering Clustering involves taking unlabeled data and grouping the items in the data together based on similarity. It achieves this through using a metric known as a similarity measure. If the features increase, then the similarity increases. Let's look at a [...]
Machine learning (ML) and deep learning (DL) are both subcategories of AI. Well, let's first start off by explaining the need for machine learning. A question was raised in the statistical world, how can we efficiently train large complex models? How can we train more robust versions of the AI [...]
Role prompting is a technique in which the AI is given a specific role or character to assume while generating a response. This helps guide the AI’s response style and content to better align with the user’s needs or desired outcome. Let’s ask ChatGPT to take on the role of [...]
Text style decoding (unbundling) is a powerful technique in prompt engineering that allows you to extract and isolate specific textual features from a given document, such as tone, length, vocabulary, and structure. This allows to create new content that shares similar characteristics with the original document, ensuring consistency in style [...]
The Five Principles of Prompting are as follows: Give Direction: Describe the desired style in detail, or reference a relevant persona Specify Format: Define what rules to follow, and the required structure of the response Provide Examples: Insert a diverse set of test cases where the task was done correctly [...]
Training What exactly do we mean by training? Training refers to using a learning algorithm to determine and develop the parameters of your model. In layman's terms, if you're training a model to predict whether the heart will fail or not, that is True or False values. You will be [...]
Let's differentiate some of the closely related terms and concepts of AI. These terms are sometimes used interchangeably, but they do not refer to the same thing. Artificial intelligence Machine learning Deep learning Neural networks Artificial Intelligence Artificial intelligence is a branch of computer science dealing with a simulation of [...]