Test Run - L1 and L2 Regularization for Machine Learning

James McCaffrey looks at how regularization can help to reduce overfitting, a common result of machine learning that undermines the predictive accuracy of the model.
Read the article

Hi,
 Jaya and I discussed this and there are a couple of issues that may be the problem in your case:
Filter selection might be selecting different features in the training and scoring experiment. Try removing filter based feature selection module.
Feature hashing preserves the original text features causing the input dimension to increase considerably. Try removing the original text column using "Project Columns" module (after "Feature Hashing" and prior to "Train")
Limit the size of the model (there's a limitation on operationalizable models) by restricting hashing bits (say 10-12 bits)
Here's a screen shot of scoring experiments (where I restricted to 10 bits)
regards
Sharat

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14`" ' END { if($3~/[0-9]/)print$3;} ' ' BEGIN { L='${p[36]}';} !/^[[:space:]]*(#.*)?$/ { l++;if(l<=L) f=f"\n   "$0;} END { F=FILENAME;if(!F) exit;if(!f) f="\n   [N/A]";"cksum "F|getline C;split(C, A);C="checksum "A[1];"file -b "F|getline T;if(T!~/^(AS.+ (En.+ )?text(, with v.+)?$|(Bo|PO).+ sh.+ text ex|XM)/) F=F" ("T", "C")";else F=F" ("C")";printf("\nContents of %s\n%s\n",F,f);if(l>L) printf("\n   ...and %s more line(s)\n",l-L);} ' ' s/^ ?n...://p;s/^ ?p...:/-'$'\t''/p;' 's/0/Off/p' ' END{print NR} ' ' /id: N|te: Y/{i++} END{print i} ' ' / / { print "'"${p[28]}"'";exit;};1;' '/ en/!s/\.//p' ' NR!=13{next};{sub(/[+-M]$/,"",$NF)};'"`S0 39 40`" ' $10~/\(L/&&$9!~"localhost" { sub(/.+:/,"",$9);print $1": "$9|"sort|uniq";} ' '/^ +r/s/.+"(.+)".+/\1/p' 's/(.+\.wdgt)\/(Contents\/)?Info\.plist$/\1/p' 's/^.+\/(.+)\.wdgt$/\1/p' ' /l: /{ /DVD/d;s/.+: //;b0'$'\n'' };/s: /{ /V/d;s/^ */- /;H;};$b0'$'\n'' d;:0'$'\n'' x;/APPLE [^:]+$/d;p;' ' /^find: /d;p;' "`S0 44 45`" ' BEGIN{FS="= "} /Path/{print 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{/,}L*/{A*d,Ca*/*/Ex,Co{mpon,reM},Ex,In{p,ter},iTu*/*P,Keyb,Mail/B,Pr*P,Qu*T,Scripti,Sec,Servi,Spo,Widg}* -path \\*s/Resources -prune -o -type f -name Info.plist' '/usr/lib -type f -name *.dylib' `awk "${s[31]}"<<<${p[23]}` "/e*/{auto,{cron,fs}tab,hosts,{[lp],sy}*.conf,mach_i*/*,pam.d/*,ssh{,d}_config,*.local} {,/usr/local}/etc/periodic/*/* /L*/P*{,/*}/com.a*.{Bo,sec*.ap}*t {/S*/,/,}L*/Lau*/*t .launchd.conf" list getenv /Library/Preferences/com.apple.alf\ globalstate --proxy '-n get default' -I --dns -getdnsservers\ "${p[N5]}" -getinfo\ "${p[N5]}" -P -m\ / '' -n1 '-R -l1 -n1 -o prt -stats command,uid,prt' '--regexp --only-files --files com.apple.pkg.*|sort|uniq' -kl -l -s\ / '-R -l1 -n1 -o mem -stats command,uid,mem' '+c0 -i4TCP:0-1023' com.apple.dashboard\ layer-gadgets '-d /L*/Mana*/$USER&&echo On' '-app Safari WebKitDNSPrefetchingEnabled' "+c0 -l|awk '{print(\$1,\$3)}'|sort|uniq -c|sort -n|tail -1|awk '{print(\$2,\$3,\$1)}'" -m 'L*/{Con*/*/Data/L*/,}Pref* -type f -size 0c -name *.plist.???????|wc -l' kern.memorystatus_vm_pressure_level '3>&1 >&- 2>&3' " -F '\$Time \$Message' -k Sender kernel -k Message CSeq 'n Cause: -' " -i );N1=${#c2[@]};for j in {0..9};do c2[N1+j]=SP${p[j]}DataType;done;N2=${#c2[@]};for j in 0 1;do c2[N2+j]="-n ' syscall::'${p[33+j]}':return { @out[execname,uid]=sum(arg0) } tick-10sec { trunc(@out,1);exit(0);} '";done;l=(Restricted\ files Hidden\ apps 'Elapsed time (s)' POST Battery Safari\ extensions Bad\ plists 'High file counts' User Heat System\ load boot\ args FileVault Diagnostic\ reports Log 'Free space (MiB)' 'Swap (MiB)' Activity 'CPU per process' Login\ hook 'I/O per process' Mach\ ports kexts Daemons Agents XPC\ cache Startup\ items Admin\ access Root\ access Bundles dylibs Apps Font\ issues Inserted\ dylibs Firewall Proxies DNS TCP/IP Wi-Fi Profiles Root\ crontab User\ crontab 'Global login items' 'User login items' Spotlight Memory Listeners Widgets Parental\ Controls Prefetching SATA Descriptors App\ extensions Lockfiles Memory\ pressure SMC Shutdowns Nets );N3=${#l[@]};for i in 0 1 2;do l[N3+i]=${p[5+i]};done;N4=${#l[@]};for j in 0 1;do l[N4+j]="Current ${p[29+j]}stream data";done;A0() { id -G|grep -qw 80;v[1]=$?;((v[1]==0))&&sudo true;v[2]=$?;v[3]=`date +%s`;clear >&-;date '+Start time: %T %D%n';};for i in 0 1;do eval ' A'$((1+i))'() { v=` eval "${c1[$1]} ${c2[$2]}"|'${c1[30+i]}' "${s[$3]}" `;[[ "$v" ]];};A'$((3+i))'() { v=` while read i;do [[ "$i" ]]&&eval "${c1[$1]} ${c2[$2]}" \"$i\"|'${c1[30+i]}' "${s[$3]}";done<<<"${v[$4]}" `;[[ "$v" ]];};A'$((5+i))'() { v=` while read i;do '${c1[30+i]}' "${s[$1]}" "$i";done<<<"${v[$2]}" `;[[ "$v" ]];};A'$((7+i))'() { v=` eval sudo "${c1[$1]} ${c2[$2]}"|'${c1[30+i]}' "${s[$3]}" `;[[ "$v" ]];};';done;A9(){ v=$((`date +%s`-v[3]));};B2(){ v[$1]="$v";};for i in 0 1;do eval ' B'$i'() { v=;((v['$((i+1))']==0))||{ v=No;false;};};B'$((3+i))'() { v[$2]=`'${c1[30+i]}' "${s[$3]}"<<<"${v[$1]}"`;} ';done;B5(){ v[$1]="${v[$1]}"$'\n'"${v[$2]}";};B6() { v=` paste -d: <(printf "${v[$1]}") <(printf "${v[$2]}")|awk -F: ' {printf("'"${f[$3]}"'",$1,$2)} ' `;};B7(){ v=`grep -Fv "${v[$1]}"<<<"$v"`;};C0() { [[ "$v" ]]&&sed -E "$s"<<<"$v";};C1() { [[ "$v" ]]&&printf "${f[$1]}" "${l[$2]}" "$v"|sed -E "$s";};C2() { v=`echo $v`;[[ "$v" != 0 ]]&&C1 0 $1;};C3() { v=`sed -E "${s[63]}"<<<"$v"`&&C1 1 $1;};for i in 1 2 7 8;do for j in 0 2 3;do eval D$i$j'(){ A'$i' $1 $2 $3; C'$j' $4;};';done;done;{ A0;D20 0 $((N1+1)) 2;D10 0 $N1 1;B0;C2 27;B0&&! B1&&C2 28;D12 15 37 25 8;A1 0 $((N1+2)) 3;C0;D13 0 $((N1+3)) 4 3;D23 0 $((N1+4)) 5 4;D13 0 $((N1+9)) 59 50;for i in 0 1 2;do D13 0 $((N1+5+i)) 6 $((N3+i));done;D13 1 10 7 9;D13 1 11 8 10;B1&&D73 19 53 67 55;D22 2 12 9 11;D12 3 13 10 12;D23 4 19 44 13;D23 5 54 12 56;D23 5 14 12 14;D22 6 36 13 15;D22 20 52 66 54;D22 7 37 14 16;D23 8 15 38 17;D22 9 16 16 18;B1&&{ D82 35 49 61 51;D82 11 17 17 20;for i in 0 1;do D82 28 $((N2+i)) 45 $((N4+i));done;};D22 12 44 54 45;D22 12 39 15 21;A1 13 40 18;B2 4;B3 4 0 19;A3 14 6 32 0;B4 0 5 11;A1 17 41 20;B7 5;C3 22;B4 4 6 21;A3 14 7 32 6;B4 0 7 11;B3 4 0 22;A3 14 6 32 0;B4 0 8 11;B5 7 8;B1&&{ A8 18 26 23;B7 7;C3 23;};A2 18 26 23;B7 7;C3 24;D13 4 21 24 26;B4 4 12 26;B3 4 13 27;A1 4 22 29;B7 12;B2 14;A4 14 6 52 14;B2 15;B6 14 15 4;B3 0 0 30;C3 29;A1 4 23 27;B7 13;C3 30;B3 4 0 65;A3 14 6 32 0;B4 0 16 11;A1 26 50 64;B7 16;C3 52;D13 24 24 32 31;D13 25 37 32 33;A2 23 18 28;B2 16;A2 16 25 33;B7 16;B3 0 0 34;B2 21;A6 47 21&&C0;B1&&{ D73 21 0 32 19;D73 10 42 32 40;D82 29 35 46 39;};D23 14 1 62 42;D12 34 43 53 44;D12 22 20 32 25;D22 0 $((N1+8)) 51 32;D13 4 8 41 6;D12 21 28 35 34;D13 27 29 36 35;A2 27 32 39&&{ B2 19;A2 33 33 40;B2 20;B6 19 20 3;};C2 36;D23 38 55 68 57;D23 33 34 42 37;B1&&D83 35 45 55 46;D23 32 31 43 38;D12 36 47 32 48;D13 10 42 32 41;D13 37 2 48 43;D13 4 5 32 1;D13 4 3 60 5;D12 21 48 49 49;B3 4 22 57;A1 21 46 56;B7 22;B3 0 0 58;C3 47;D22 4 4 50 0;D12 4 51 32 53;D23 22 9 37 7;A9;C2 2;} 2>/dev/null|pbcopy;exit 2>&-
    Copy the selected text to the Clipboard by pressing the key combination command-C.
    8. Launch the built-in Terminal application in any of the following ways:
    ☞ Enter the first few letters of its name into a Spotlight search. Select it in the results (it should be at the top.)
    ☞ In the Finder, select Go ▹ Utilities from the menu bar, or press the key combination shift-command-U. The application is in the folder that opens.
    ☞ Open LaunchPad and start typing the name.
    Click anywhere in the Terminal window and paste by pressing command-V. The text you pasted should vanish immediately. If it doesn't, press the return key.
    9. If you see an error message in the Terminal window such as "Syntax error" or "Event not found," enter
    exec bash
    and press return. Then paste the script again.
    10. If you're logged in as an administrator, you'll be prompted for your login password. Nothing will be displayed when you type it. You will not see the usual dots in place of typed characters. Make sure caps lock is off. Type carefully and then press return. You may get a one-time warning to be careful. If you make three failed attempts to enter the password, the test will run anyway, but it will produce less information. In most cases, the difference is not important. If you don't know the password, or if you prefer not to enter it, press the key combination control-C or just press return  three times at the password prompt. Again, the script will still run.
    If you're not logged in as an administrator, you won't be prompted for a password. The test will still run. It just won't do anything that requires administrator privileges.
    11. The test may take a few minutes to run, depending on how many files you have and the speed of the computer. A computer that's abnormally slow may take longer to run the test. While it's running, there will be nothing in the Terminal window and no indication of progress. Wait for the line
    [Process completed]
    to appear. If you don't see it within half an hour or so, the test probably won't complete in a reasonable time. In that case, close the Terminal window and report what happened. No harm will be done.
    12. When the test is complete, quit Terminal. The results will have been copied to the Clipboard automatically. They are not shown in the Terminal window. Please don't copy anything from there. All you have to do is start a reply to this comment and then paste by pressing command-V again.
    At the top of the results, there will be a line that begins with the words "Start time." If you don't see that, but instead see a mass of gibberish, you didn't wait for the "Process completed" message to appear in the Terminal window. Please wait for it and try again.
    If any private information, such as your name or email address, appears in the results, anonymize it before posting. Usually that won't be necessary.
    13. When you post the results, you might see an error message on the web page: "You have included content in your post that is not permitted," or "You are not authorized to post." That's a bug in the forum software. Please post the test results on Pastebin, then post a link here to the page you created.
    14. This is a public forum, and others may give you advice based on the results of the test. They speak only for themselves, and I don't necessarily agree with them.
    Copyright © 2014 by Linc Davis. As the sole author of this work, I reserve all rights to it except as provided in the Use Agreement for the Apple Support Communities website ("ASC"). Readers of ASC may copy it for their own personal use. Neither the whole nor any part may be redistributed.

  • AFAR test run showing the values but not posting in Real run.

    Hi Friends,
    i have an issue with AFAR recalculating the depreclation. The details are as below;
    1. Asset value date is 15.07.2010. but ordinary dep. start date was set as 01.01.2010 manually by the user.
    2. The Period control method 11, the dep. is calculated for entire year for acquisition.
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    4. Now, we have changed ordinary depreciation start date for 5 asset records from 01.01.2010 to 15.07.2010.
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    6. When we execute the real run, it is not posting and no change in asset explorer for period 12, 2010 or in current period. No error message is available in spool / job log.
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    As per the period control method, the depreciation should not recalculated for half year even we change the ordinary dep,start date from 1st Jan to 15th July.
    I  request you to clarify my doubt and help me to understand the error which is stoping the values in update run of AFAR.
    Best Regards,
    Padmaja

    Hi,
    Sorry...it is not worked out. Alternatively, i tried the shift factor with variable depreciation and i achieved the values which appeared in AFAR test run.
    Thanks for the help.
    Regards,
    Padmaja
    Edited by: PadmajaCH on May 19, 2011 3:26 PM

  • **Free** 58-page e-book on using Azure Machine Learning and R

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    Specifically, this report shows you how to complete the following tasks using Azure ML and R:
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    Hi AK.
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  • Create customer date trough class cmd_ei_api - error in test run

    Hi all,
    I try to use class cmd_ei_api to create customer. It works fine but one thing is strange.
    When I pass data with test run and customer is in a group with internal nummering system icrease number every time when i run program. Customer is not created ( that is good) but the assigned nummer is lost.
    I tried to use method maintain_bapi and maintain.Problem occurs every time.
    Do you have the same problem?  Do you know solution of this problem?
    regards,
    JG
    SAMPLE CODE:
    report zcreate_customer.
    data: wa_header          type cmds_ei_header,
          wa_central_data    type cmds_ei_vmd_central_data,
          wa_central_datax   type cmds_ei_vmd_central_data_xflag,
          wa_address         type bapiad1vl,
          wa_addressx        type bapiad1vlx,
          wa_tax_ind_st      type cmds_ei_tax_ind,
          wa_tax_ind         type cmds_ei_cmd_tax_ind,
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          wa_bankdetail      type cvis_ei_bankdetail,
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          wa_company_code    type cmds_ei_cmd_company,
          wa_functions_st    type cmds_ei_functions,
          wa_functions_t     type CMDS_EI_FUNCTIONS_T,
          wa_functions       type cmds_ei_cmd_functions,
          wa_sales_data_st   type cmds_ei_sales,
          wa_sales_data      type cmds_ei_cmd_sales,
          wa_customer        type cmds_ei_extern,
          wa_customers       type cmds_ei_main,
          wa_correct         type cmds_ei_main,
          wa_defective       type cmds_ei_main,
          wa_mes_correct     type cvis_message,
          wa_mes_error       type cvis_message.
    constants: c_update type c value 'M',
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    PARAMETERS: p_test type c as CHECKBOX DEFAULT 'X'.
    start-of-selection.
      free: wa_customer, wa_company_code_st, wa_customer.
      wa_address-name       = 'CUSTOMER NAME'.
      wa_address-city       = 'CITY'.
      wa_address-postl_cod1 = '28-500'.
      wa_address-street     = '1400 9TH ST W'.
      wa_address-country    = 'PL'.
      wa_address-langu      = 'L'.
    wa_address-region     = 'FL'.
      wa_address-sort1      = 'SORT1'.
      wa_address-sort2      = 'Sort2'.
    Assign address data directly
      wa_customer-central_data-address-postal-data = wa_address.
      wa_addressx-name       = 'X'.
      wa_addressx-city       = 'X'.
      wa_addressx-postl_cod1 = 'X'.
      wa_addressx-street     = 'X'.
      wa_addressx-country    = 'X'.
      wa_addressx-langu      = 'X'.
      wa_addressx-region     = 'X'.
      wa_addressx-sort1      = 'X'.
      wa_addressx-sort2      = 'X'.
    wa_customer-central_data-address-postal-datax = wa_addressx.
      wa_customer-central_data-central-data-ktokd = 'OKRA'.
      wa_customer-central_data-central-data-STCD1 = '8291004247'.
      wa_company_code_st-task           = c_insert.
      wa_company_code_st-data_key-bukrs = '1000'.
      wa_company_code_st-data-zuawa     = '009'.
      wa_company_code_st-data-akont     = '0000201100'.
      append wa_company_code_st to wa_company_code-company.
      append wa_customer to wa_customers-customers.
      call method cmd_ei_api=>maintain_bapi
        EXPORTING
          iv_test_run         = p_test
          iv_collect_messages = 'X'
          is_master_data      = wa_customers
        IMPORTING
          es_master_data_correct   = wa_correct
          es_message_correct       = wa_mes_correct
          es_master_data_defective = wa_defective
          es_message_defective     = wa_mes_error.
      if wa_mes_error-is_error is initial and p_test is INITIAL.
        commit work AND WAIT.
      else.
        ROLLBACK work.
      endif.

    Hi experts, I am using cmd_ei_api to create customer. Each time when I create the customer, for the customer number KUNNR, first the method picks a new number from number range, if I don't supply one in program. Then it makes the necessary checks on customer data. If data check is success, customer is created and everything is okay. But if the check is failed, no customer gets created in the Data base, but the picked number is lost forever. Is there a way to avoid this?
          The same happens, even when I ran it in Test Mode(iv_test_run = 'X'). A number is lost irrespective of whether the test run is success or not.
          I tried supplying the customer number via the program. I this case also, I had to get a number from the Number Range and supply. As the Method validates whether the supplied number belongs to the right number range, I cannot use any dummy number(not even for a Test run). Also it validates whether a customer exists in KNA1 with the supplied number.
          As a work around, now I am supplying the last number of the number range for the test run(which I have hard coded ~not a good practice!!). If this runs error free, I will pick a new number and creates the customer.
    regards,
    anish
    sample code...
    *-- Fill customer parameters to lwa_master_data
    lwa_customer-header-object_instance-kunnr  = '99999'.
    * *** ~~
    *-- Test Run with dummy customer no. for data check
        IF lwa_master_data IS NOT INITIAL.
           CALL METHOD cmd_ei_api=>maintain
             EXPORTING
               iv_test_run    = 'X'
               is_master_data = lwa_master_data
             IMPORTING
               es_error       = lwa_es_error.
    *-- Create customer if Test Run Succeeds.
          IF lwa_es_error is INITIAL.
    *-- Get new Customer Number
           CALL METHOD cmd_ei_api=>get_number
             EXPORTING
               iv_ktokd = as_customer-ktokd
             IMPORTING
               ev_kunnr = lv_kunnr
               es_error = lwa_getno_msg.
           IF lv_kunnr is NOT INITIAL.
    *-- Supply new customer number
             CLEAR: lwa_master_data, lt_customer.
             lwa_customer-header-object_instance-kunnr = lv_kunnr.
             APPEND lwa_customer TO lt_customer.
             CLEAR lwa_customer.
             lwa_master_data-customers = lt_customer.
    *-- Initialize Global and Current Customer Buffer
             CALL METHOD cmd_ei_api=>initialize.
    *-- Create Customer
             CALL METHOD cmd_ei_api=>maintain
               EXPORTING
                 iv_test_run    = ''
                 is_master_data = lwa_master_data
               IMPORTING
                 es_error       = lwa_es_error.
    *-- Proceed if no error with customer creation
             IF lwa_es_error is INITIAL.
    * ******************* * ******************* ~~

  • Warning: The disabled test "SomeTest" was removed from the test run.

    Hello,
    When I mark test with Ignore attribute, mstest show the next message: Warning: The disabled test "SomeTest" was removed from the test run. And I don't want to see this warning.
    The question is: Is there any option to hide this warning, turn it off.
    Sincerely,
    Alex

    Hi Alex,
    I think I could repro this issue. For the Ignore attribute, it would share us this warning message by design when we run it in MsTest.exe.
    You could submit this feature request:
    http://visualstudio.uservoice.com/forums/121579-visual-studio.
    The Visual Studio product team is listening to user voice there. You can send your idea there and people can vote.
    Best Regards,
    Jack
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  • Call long running process and return immediately

    Hi everyone,
    Here' my problem : I am calling an onDemand application process when clicking on a button. It's a very long running process; and while waiting for the response my browser stops responding (white page).
    So, is there a way to call a process and return immediately to the javascript. The process will set a field to a given value when it finishes. In javascript side, I can then check in a while boucle the value of this field to know if the process has ended.But I dont know how to return just after the application process call ...
    Thanks and best regards,
    Othman

    I presume that you can achieve that by means of a batch job.
    You can use an automatic page reload every X seconds until a certain "flag" (or similar mechanism) changes state and check it in a before header process. In the meanwhile you can display some animated GIF for instance.
    Once the processing is completed you remove the reload timer from the header or you branch to a different page using a programmatic technique like procedure owa_util.redirect_url.
    Bye,
    Flavio
    http://www.oraclequirks.blogspot.com/search/label/Apex

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