A produce dealer has a warehouse that stores a variety of fruits. He wants a machine capable of sorting the fruit according to the type. There is a conveyor belt on which the fruit is loaded. It is then passed through a set of sensors which measure 3 properties of the fruit: shape, texture, and weight. The sensor system is somehow rather primitive: • Shape sensor : -1 if the fruit is round and 1 if it is more elliptical • Texture sensor : -1 if the surface is smooth, 1 if it is rough • Weight sensor : -1 if the fruit is > 500g, 1 if is < 500g The sensor output will then be input to a Neural Networks based classifying system. As an AI Engineer you are supposed to design (draw the architecture and determine the optimal weight W and bias b) a simple neural network (could be a single perceptron) that can be used to recognize the fruit so that it can be directed to the correct storage bin. As a startup case, the simple nctwork will only be used for two types of fruit i.e. banana and apple. Employ initial weight W= (0.5 -1.0 -0.5) and b = 0.5. Datasets from the sensor are as follows: banana = (-1, 1, -1); apple = (1, 1, %3D -1).

A produce dealer has a warehouse that stores a variety of fruits. He wants a machine capable of sorting the fruit according to the type. There is a conveyor belt on which the fruit is loaded. It is then passed through a set of sensors which measure 3 properties of the fruit: shape, texture, and weight. The sensor system is somehow rather primitive: • Shape sensor : -1 if the fruit is round and 1 if it is more elliptical • Texture sensor : -1 if the surface is smooth, 1 if it is rough • Weight sensor : -1 if the fruit is > 500g, 1 if is < 500g The sensor output will then be input to a Neural Networks based classifying system. As an AI Engineer you are supposed to design (draw the architecture and determine the optimal weight W and bias b) a simple neural network (could be a single perceptron) that can be used to recognize the fruit so that it can be directed to the correct storage bin. As a startup case, the simple nctwork will only be used for two types of fruit i.e. banana and apple. Employ initial weight W= (0.5 -1.0 -0.5) and b = 0.5. Datasets from the sensor are as follows: banana = (-1, 1, -1); apple = (1, 1, %3D -1).

Database System Concepts

7th Edition

ISBN:9780078022159

Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan

Chapter1: Introduction

Section: Chapter Questions

Problem 1PE

See similar textbooks

Similar questions

thermostat, which will turn the heat on when the room temperature drops h degrees below its set point, Ts, and cuts heat off at a temperature h degrees higher than Ts . The system heats at a constant rate Q (thermal units per time unit), and the volume of the room is V, so, if the room were perfectly insulated, the heating system would raise the temperature of the room at the rate KVQ (degrees per time unit), where K is a constant of proportionality giving the change in temperature per thermal unit per unit volume. However, there is a heat loss to the outside that is proportional to the difference in temperature between the room and the outside. Using the modified Euler method, write a FORTRAN program to simulate this system, if the room temperature at time is T(t), T(0) = To, and the outside temperature, Tout' is given by: Case (1) : Tout is constant < Ts Case (2) : Tout = A sin(wt + 4)| , %3D reflecting daily cycles. A is temperature range, 2n/w is the period of a cycle, and o is the…
Assertion (A):Wien bridge can be used for measuring frequency Reason (R):A frequency meter for 50 Hz system has a frequency range of 40 to 60 Hz • Both A and R are true but R is not correct explanation of A • A is false R is true • A is true Ris false • Both A and R are true and R is correct explanation of A
A battery with Ɛ = 3.00 V and no internal resistance supplies current to the circuit shown in the figure below. When the double-throw switch S is open as shown in the figure, the current in the battery is 1.09 mA. When the switch is closed in position a, the current in the battery is 1.22 mA. When the switch is closed in position b, the current in the battery is 2.02 mA. Find the following resistances. R SR, R2 S (a) R, (b) R2 | kΩ (c) R3 Need Help? Read It
please answer within 30 minutes.
Suppose we're modelling an RC crane which is receiving a sequence of input commands, each of which is UP, DOWN, or BEEP. This crane has only two vertical positions, and starts in the high position. It should go into an ERROR end state if it is asked to go UP when it is in the high position or DOWN when it is in the low position. Once it is in the ERROR state, it stays in the ERROR state no matter what commands it receives. BEEP commands are legal at any point. Give a state diagram for this system, in which each edge corresponds to receiving a single command.
write python program which solve this problem; Consider a conductive bar with k = 5 and a length of 20 cm. Assume that one end is on the origin and the bar is located along the x-axis. Also assume that the charge density is 4 C/cm at point x=5cm and charge density -4 C/cm in the center of the bar and -4 c/cm at point x=15cm. If we assume that the two ends of the rod are quesi-potential and have a contract potential are 10 volts, calculate the amount of potential along the rod and at distances of 5.2 mm from each other using the method Jacobie and Gauss-Zeidel) notw: Suppose you work in all units &.= l 0/10
MATLAB CODE WITH RESULT
EXAMPLE TL ROBOT In a TL robot, assume that the origin of global coordinate system is at J2 Determine the coordinate of the ef point if the joint twist by an angle of 30 degrees and the variable length is lm. Determine the variable link length and angle twist if the ef is located at (0.7071, 0.7071) J2(X2, Y2) Ean (x, y) L2 J1(X1. Y1)
There are many sensors on a wind turbine, based on each sensor's reading many alerts are generated as (start, end). For easier monitoring, our customer is asking to raise alerts on the turbine level instead of on each sensor. If any sensor is having an alert, there should be an alert for the entire wind turbine. Suppose the alerts created with two sensors readings are [(0,3),(5,10),(1,4),(10,15)], then the turbine level alert should be [(0,4),(5,15)]. Return the alerts sorted by the start timestamp. If there is no alert from the sensor level, return an empty array []. Code needs to be in Python?
One out of a thousand Coke bottles you have is poisonous. You have ten test strips that you may use to look for poison. A single drop of poison will permanently mark the test strip as positive.A test strip may have any number of droplets applied at once, and it may be reused as often as desired (as long as the results are negative). Tests can only be conducted once each day, and results don't come back for seven days. How could you identify the poisoned bottle in the shortest amount of time?A follow-up Create software to simulate your strategy.
A building with 5 floors is equipped with a lift for person. In each floor there are lift button : up/down and floor number. a. Make the state transition diagram for the lift b. Make the state transition table
A sequential circuit has one input X and four outputs Z₁ Z₂ Z3 Z4. Z1 Z2 Z3 Z4 represents the gray code encoded number equal to the number of pairs of adjacent 1's that have been received as inputs. Use the gray code that is on page 22 of the textbook. For example, if the circuit had received 7 pairs of 1's as inputs, Z₁ Z2 Z3 Z4 = 1011. In addition, the circuit resets when the circuit receives 5 pairs of 1's. Find a Moore state graph and table for the circuit. Examples Input sequence: Output sequences: X = 1 0 1 1 1 0 0 1 1 0 1 1 0 1 0 1 1 10 Z₁ = 0 0 0 0 0 0000000000100 Z₂ 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 0 0 Z3 0 0 0 0 1 1 1 1 1 1 1 1 1 1 1 1 1 0 0 - Z4 = 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 X 11111111 Input sequence: Output sequences: Z₁ = 0 0 0 0 0 100 Z2 0 0 0 0 1 100 = Z3 = 0 0 1 1 1 1 0 0 Z4 0 1 1 0 0 0 0 1 =