This is post will share with you the Naive Bayes. What is Naive Bayes? Naive Bayes algorithm: a simple multi-class classification algorithm based on the Bayes theorem. It assumes that features are independent of each other. For a given sample feature X, the probability that a sample belongs ...
Train, validate, tune and deploy generative AI, foundation models and machine learning capabilities with IBM watsonx.ai, a next-generation enterprise studio for AI builders. Build AI applications in a fraction of the time with a fraction of the data. Put AI to work in your business with IBM...
Why is this argument naive? How could a deadlock occur when using this algorithm in a real-world Linux kernel? [Referring to the lock-based "toy" RCU algorithm.] Answer: Consider the following sequence of events: CPU 0 acquires some unrelated lock, call it "problematic_lock". CPU 1 ...
If strOne[i] is not equal to strTwo[i], increment 'distance'. Print the value of 'distance' as the Hamming Distance. Algorithm: Read two input strings: 'strOne', and 'strTwo'. Check if the lengths of 'strOne', and 'strTwo' are the same. If not, throw an exception. Initialize ...
In unsupervised machine learning, the algorithm is left on its own to find structure in its input. No labels are given to the algorithm. This can be a goal in itself — discovering hidden patterns in data — or a means to an end. This is also known as “feature learning.” ...
algorithm doesn’t have the right tools to interpret the data correctly, the trained model might never learn to make good predictions. This phenomenon is known as “underfitting.” There are many techniques available to try to mitigate underfitting, and applying them correctly is not always easy....
Take an AI-powered trading system. The agent is the trading algorithm, and the environment is the financial market. The agent observes market conditions, decides whether to buy or sell assets, and the market responds with price changes that affect the portfolio’s value. ...
If sep is not specified or is None, a different splitting algorithm is applied: runs of consecutive whitespace are regarded as a single separator, and the result will contain no empty strings at the start or end if the string has leading or trailing whitespace. Consequently, splitting an empty...
What is the difference between AI and ML? Artificial intelligence (AI) is a broad field that refers to the ability of a machine to complete tasks that typically require human intelligence. Machine learning (ML) is a subfield of artificial intelligence that specifically refers to machines that can...
1.5. Naive Bayes: Naive Bayes is a probabilistic machine learning algorithm commonly used for classification tasks, especially in natural language processing and text analysis. It’s based on Bayes’ theorem and makes predictions by calculating the probability of a data point belonging to a certain...