https://utsavdarlami.github.io/blogs/tags/ml/Recent content in Ml on felladogHugo -- gohugo.ioenThu, 10 Feb 2022 22:03:35 +0545https://utsavdarlami.github.io/blogs/notes/20210224173929-perceptron/Wed, 26 May 2021 17:16:00 +0545https://utsavdarlami.github.io/blogs/notes/20210224173929-perceptron/References : Done Reading: Sebastian Raschka Perceptron Lecture Slide Reading: Tom Mitchell Lectures slides of chapter 4 Tom Mitchell, Machine Learning Chapter 4 To Read: https://www.wikiwand.com/en/Perceptron Questions : A learning rule for the computational/mathematical neuron model Rosenblatt, F. (1957). The perceptron, a perceiving and recognizing automaton. Project Para. Cornell Aeronautical Laboratory Figure 1: A perceptron \(o(\overrightarrow{x}) = sgn(\overrightarrow{w} \cdot \overrightarrow{x})\) where, \( sgn(y) = \begin{cases} 1 & \text{if y > 0} \\ -1 & \text{otherwise} \end{cases} \) Space \(H\) of candidate hypotheses is \(H = \{ \overrightarrow{w} | \overrightarrow{w} \in \Re^{n+1} \}\) Representations A single layer perceptron can be used to represent many boolean functions AND \(w_{0}\) = -.https://utsavdarlami.github.io/blogs/notes/20210119123811-machine_learning/Sun, 17 Jan 2021 17:28:00 +0545https://utsavdarlami.github.io/blogs/notes/20210119123811-machine_learning/references Reading https://www.cs.cmu.edu/~tom/mlbook.html To Read https://rentruewang.github.io/learning-machine/intro.html https://medium.com/octavian-ai/how-to-get-started-with-machine-learning-on-graphs-7f0795c83763 https://medium.datadriveninvestor.com/3-steps-introduction-to-machine-learning-and-design-of-a-learning-system-bd12b65aa50c https://chrisalbon.com/ Interpretable Machine Learning A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P, if its performance at tasks in T, as measured by P, improves with experience E. Machine learning is a subfield of AI that studies the ability to improve performance based on experience.Some AI systems use machine learning methods to achieve competence, but some do not.