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Assignment – 5: Voice Assistant

100 points

In this assignment, you will be designing your own customized voice assistant (“Hey Google”, “Hey Siri” and Now! “Your creative phrase here”). Believe me, it is a very simple implementation. You have all the commands at your disposal to accomplish this task.

Training your voice with Key Phrase [30 points]

Script File: run_record_voices.m

At first, begin with the starter code “run_record_voices.m” provided as a part of this assignment. This code is designed in a way that you record five different modulations of the same phrase for instance it could be “Hey Jarvis” and make sure to repeat the same phrase 5 times. Your recording is only for 1.5 seconds; make sure your word does not exceed the duration. Visualize the Key phrase each time you record and observe the plot, re-do the task in case you find any disturbances. Make sure that no disturbances are present in any of those 5 words. Within the loop, written in this code, make sure to apply the function “voice_to_envelopes.m” (provided as a part of this assignment) with input arguments as the trigger_word and

100. This function acts like a filter. It converts your voices to envelopes (set the variable name to be training_envelopes). Make sure to store the values of envelope returned by the function in a column of a matrix (training_envelopes). Visualize the envelope for each key phrase. After recording five times, variable training_envelopes would be of size 12000 x 5. Please make sure that your envelope meets these requirements. Now, save the envelopes in a MAT file as shown below.

“save training_words training_envelopes”

Check the comments in “run_record_voices.m” and Recording Voice Sample.mov (present in resources) for further information.

Testing Phase [40 points]

Script file: run_test_voices.m

Create a new Script file named “run_test_voices.m”. Make sure to clear workspace before you proceed further. Load the MAT file training_words as mentioned below:

“load training_words”

This command loads the envelopes you computed in your previous code (training samples). Now, initiate a while loop where you would allow the user to utter phrases for a maximum of three attempts or until he/she says the exact same key phrase [whichever is earlier]. You can copy and paste the code that is present in “run_record_voices.m” to record test words [make sure to assign ‘fs’ as 8000]. Apply voice_to_envelope to each phrase that user utters and save the variable as testing_envelope.

testing_envelope=voice_to_envelope(test_audio,100)

Compare the similarity by computing the correlation between the testing_envelope with each column of training_envelope. Maximum value of xcorr() provides the similarity measure between 2 envelopes. Input arguments to xcorr() are testing_envelope and training_envelope (one column each time).

Hint: You can initiate a ‘for’ loop (for the number of training words) within the ‘while’ loop to compute the similarity between the test envelope and each training envelope.

You would have a single similarity value for a given a test phrase from each training word [5 values in total]. If any of those values exceed the threshold (0.9) then you would display to the user that he/she has decoded the password, else you would recommend the user to repeat until he/she meets the maximum number of attempts.

Check Test Result Sample #1.mov, Test Result Sample #2.mov and Test Result Sample #3.mov (in resources) for some of the possible results.

Report [30 points]

Now, write a report about the same. You may include plots you got for your key phrase along with their envelopes. You can include plots of the envelope where the user said something different from the key phrase and when he exactly mentioned the same phrase. You may also study the performance of this algorithm by varying the threshold instead of 0.9 and report the same.

案例分类

标签云

关键词一关键词二关键词三关键词四关键词五和法规和的发更好的风格和 ECON 615 FINC 612 CSC148 COMP 639 ACCT 203 ACCT 211 PSYC 101 MTH2009 COMP52315 PSYCO 432 statistics MATH4063 11 xxx 1 MA1MSP MAST30028 MATH3888 CS341 EEE30002 ES2F5 MCD4160 CC0933 ECON 1101 MCHM3001 CHEM3118 COMMGMT 2511 COMP41280 STAT 631 24T1 IRE379 SENG365 ECON433 FIT3139 MATH4602 LING5621M FINS5516 ECON3208 MN2177 L2 SM EEET1415 Finance DS4023 COMP3004 7CCSMRTS K1S5B6 Stat230 CSCI4211 CSI2132 ECON30130 MAS6100 ENVS222 COM2107 INFO1112 STAT 4004 FIT2100 comp2022 COMP4691 Physics 307 Econ 659 probability CSCI316 fir29 CSCI203 COMP3160 COMP6714 INFO1113 Physics 7B Physics Photonics S203031 STAT2005 COMP90015 CSCI 2110 CSCC46 Information CSC477 COMP4650 Statistical COMP 346 COMP1017 ELEC340 MATH1007 Programming function STAT 244 CS 134 Java cse13s Math 108A FW20 ECON3389 CSE 130 Science 331 COMP9020 engineering COSC 445 CSE 5523 GAME2012 visualization MATH 235 Math 370 CSC343 COGS 108 EE524 COMP10200 STAT 416 3FK4 MSCI 311 ECON6113 ACC40700 EMESTER1 MAS8383 ECO 512 STAT 8310 CMN3102 MA577 CMPT 225 COMP0045 Methods Equations MATH 113 Math 3283W ICS-33 EN4302/ENT603 BIA B350F MA318 MTHM506 MECH 5315M ECONOMICS MAS8382 COM 2004 PX3142 XJEL 3662 STAT 231 MGT B399F PX4131 COM2108 30AM MSCI521 ECONM1015 ACFI304 GR5241 MATH10101 ECON 2070 COMS31900 EFIM20011 CSE 250B ACSE-5 STAT4207 SOFT2412 ELEC 331 AY2020 MSIN0209 FIT2094 CS 241L ST404 CS 411 3D CA3 INF4002 COMP3506 SIT718 CS 188 CS 170 MATH 138 CSE 251A CMT118 DATA5207 CMPT307 CMPT459 T1 PGEE11108 COSC 3P32 ME 163 MATH96007 7QQMM203 EE6227 BA 574 STA 4234 ECO206Y1Y ECO2008 MT2300 MATH 11158 CS 527 MACM 316 CSE474 2DI70 ISE 525 COMP3411 EMAT30007 7CCSMBDT MFIN704 MFIN704W21 MfIB ECE 438 CS 436 F36 CS5344 FE 621A FE621 TBA 612 ECM3151 ECMM422 MF1 MSIN0107 ESSMENT CS 5854 MFIT 5008 MIPS R4000 ENG5274 BU52018 ENG2079 BIOA02 STA2570 F0 INF553 STAT 440 STAT3008 COMP9417 COMP6451 6COM1042 BU52006 ST303 HW-1 CISC-235 CS 510 MATH3161 ECN 140 ECE391 Comp 3613 CVEN 9625 PRG455 UESTION 1 EARN 5 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Hello, dear friend, you can consult us at any time if you have any questions, add WeChat: THEend8_ Assignment – 5: Voice Assistant

Training your voice with Key Phrase [30 points]

Testing Phase [40 points]

Report [30 points]

Hello, dear friend, you can consult us at any time if you have any questions, add WeChat: THEend8_

Assignment – 5: Voice Assistant