2. Consider the Matching Problem with the following set of preferences A B A B C a 2 1 a 1 3 2 3 b 3 1 1 2. 3.
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- You are given a dataset of continuous numerical features with a categorical target class. There is not any missing data or outliers. Which algorithm would you use to create a model? K-means clustering Logistic regression Decision Tree Linear regressionQuestion 3 Is it possible for all matching to be stable for the StableMarrige problem with N=2 (two men and two women)? What if N=3? I would say yes, as long as there are no unstable pairs that would cause an instability. But I am not confident lol Full explain this question and text typing work only thanksWhat is Post Correspondence Problem? Test whether the following PCP instance has a solution or not. A=(01,001,10) B=(011,10,00)
- For as wide a range of V and E values as you can, create client programmes that use your edge-weighted digraph to generate edge-weighted digraphs with a high percentage of negative weights but only a few negative cycles. Testing all algorithms and studying all parameters against all edge-weighted digraph models is unrealistic. For each problem listed below, write a client that addresses the problemfor any given input digraph, then choose among the generators above to run experimentsfor that graph model. Use your judgment in selecting experiments, perhaps in response toresults of previous experiments. Write a narrative explaining your results and any conclusions that might be drawn.TODO: Lienar Regression with least Mean Squares (LMS) Optimize the model through gradient descent. *Please complete the TODOs. * !pip install wget import osimport randomimport tracebackfrom pdb import set_traceimport sysimport numpy as npfrom abc import ABC, abstractmethodimport traceback from util.timer import Timerfrom util.data import split_data, feature_label_split, Standardizationfrom util.metrics import msefrom datasets.HousingDataset import HousingDataset class BaseModel(ABC): """ Super class for ITCS Machine Learning Class""" @abstractmethod def fit(self, X, y): pass @abstractmethod def predict(self, X): pass class LinearModel(BaseModel): """ Abstract class for a linear model Attributes ========== w ndarray weight vector/matrix """ def __init__(self): """ weight vector w is initialized as None """ self.w = None # check if the matrix is 2-dimensional. if…If two search heuristics h1(s) and h2(s) have the same average value, the heuristic h3(s) = max(h1(s), h2(s)) could give better A* efficiencythan h1 or h2. Select one: True False
- What is the runtime complexity of the equilibrating stable matching algorithm? N students apply to M colleges, each of which has S spots, and each college has a rank list, as does each school.What does ?_i represent in the context of maximal margin classifiers. λ_i= y_i ((w^T x_i+b))/(||w||) Choose all that apply. a. Cosine similarity b. Geometric margin c. Distance of x_i from hyperplane d. Class boundaryFind maximum Matching in the graph given below, where Dotted lines are given initial matchings
- Select the appropriate characteristic for each of the following environments Note: The characteristics of the environment are determined using the following shortcuts FO: Fully Observable - PO: partially Observable SA: Single Agent - MA: Multi Agent DT: Deterministic - ST: Stochastic SQ: Sequence - EP: Episodic Backgammon Choose: Bachgammon Po ma st sq Fo sa dt sq Po sa st sq Fo ma st s1 Boker Choose: Bachgammon Po ma st sq Fo sa dt sq Po sa st sq Fo ma st s1 crossword puzzle Choose: Bachgammon Po ma st sq Fo sa dt sq Po sa st sq Fo ma st s1 Medical Diagnostic Choose: Backagammon Po ma st sq Fo sa dt sq Po sa st sq Fo ma st s1In this assignment, you will need to write an agent that uses logical inference to find the answers to the givenquestions based on the data given in the below table:1. Python Code Filename: ID.py ID Name GPA Program City 123 Ahmed 3.56 BS-CS Gujranwala 456 Zahid 2.85 BS-SE Lahore 789 Baber 3.70 BS-DS Gujranwala 321 Shahid 2.99 BS-CS Gujranwala 654 Jamal 3.33 BS-DS Lahore Use the given code puzzle.py and amend the code so that it finds the answer to these questions:a. Who lives in Lahore?b. Who studies in the BS-DS program?c. Who has the minimum GPA and who has the maximum GPA? You are restricted to using only the kanren logical AI library and the given code for the LogicalProgramming lectures. You may use any mathematical library (if needed) for any math related work.2. Write a report (ID.pdf) that describes the logic of your solution. Make sure to describe all main steps thatyour code uses to find the answers of the given questions. puzzle.py; from kanren import…Find a stable marriage matching for the instance given in the picture by applying the stable marriage algorithm a. in its men-proposing version. b. in its women-proposing version.