/*! elementor-pro - v3.5.0 - 01-11-2021 */
.wrap.elementor-admin-page-license form.elementor-license-box {
  max-width: 600px;
  background: white;
  margin: 20px 0;
  padding: 20px 20px; }
  .wrap.elementor-admin-page-license form.elementor-license-box h3 {
    border-bottom: 1px solid #eee;
    padding: 20px;
    margin: -20px -20px 20px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-pack: justify;
        -ms-flex-pack: justify;
            justify-content: space-between;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center; }
    .wrap.elementor-admin-page-license form.elementor-license-box h3 span {
      -webkit-box-flex: 1;
          -ms-flex-positive: 1;
              flex-grow: 1;
      padding-left: 5px; }
    .wrap.elementor-admin-page-license form.elementor-license-box h3 small {
      float: right;
      font-size: 13px;
      font-weight: normal; }
  .wrap.elementor-admin-page-license form.elementor-license-box label {
    display: block;
    font-size: 1.3em;
    font-weight: 600;
    margin: 1em 0; }
  .wrap.elementor-admin-page-license form.elementor-license-box .button {
    height: 30px;
    margin-left: 15px;
    margin-bottom: 0; }
  .wrap.elementor-admin-page-license form.elementor-license-box p.description {
    margin: 10px 0; }
  .wrap.elementor-admin-page-license form.elementor-license-box .e-row-stretch {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
    -webkit-box-pack: justify;
        -ms-flex-pack: justify;
            justify-content: space-between; }
  .wrap.elementor-admin-page-license form.elementor-license-box .e-row-divider-bottom {
    padding-bottom: 15px;
    border-bottom: 1px solid #eeeeee; }

.wrap.elementor-admin-page-license .elementor-box-action {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-pack: end;
      -ms-flex-pack: end;
          justify-content: flex-end;
  -webkit-box-align: end;
      -ms-flex-align: end;
          align-items: flex-end;
  margin-top: 30px; }
  .wrap.elementor-admin-page-license .elementor-box-action .elementor-manually-link {
    color: #72777c;
    margin-right: 15px; }
    .wrap.elementor-admin-page-license .elementor-box-action .elementor-manually-link:hover {
      color: inherit; }

.fixed .column-elementor_library_type,
.fixed .column-instances {
  width: 10%; }

.fixed .elementor-shortcode-input {
  min-width: 235px; }

@media (min-width: 768px) and (max-width: 1440px) {
  .fixed .column-shortcode {
    width: 25%; }
  .fixed .elementor-shortcode-input {
    min-width: 100%; } }

#available-widgets [class*="elementor-template"] .widget-title:before {
  content: "\e801";
  font-family: eicon;
  font-size: 17px; }

#elementor-widget-template-empty-templates {
  margin-top: 15px;
  text-align: center; }

.elementor-widget-template-empty-templates-title {
  padding: 25px 0 30px; }

.elementor-widget-template-empty-templates-icon {
  font-size: 96px;
  color: #d5dadf; }

.elementor-widget-template-empty-templates-footer {
  color: #a4afb7;
  font-size: 13px;
  font-style: italic;
  margin-bottom: 15px; }
  .elementor-widget-template-empty-templates-footer a {
    color: #a4afb7; }

.elementor-button-spinner.error:before {
  content: "\f335";
  color: #ff0000; }

span.font-variations-count {
  display: inline-block;
  vertical-align: top;
  margin: 1px 0 0 5px;
  padding: 0 5px;
  min-width: 7px;
  height: 17px;
  border-radius: 11px;
  background-color: #d4dffb;
  color: #4278b2;
  font-size: 9px;
  line-height: 17px;
  text-align: center;
  z-index: 26; }

.post-type-elementor_font div#elementor-font-custommetabox {
  background: none;
  border: 0; }
  .post-type-elementor_font div#elementor-font-custommetabox button.handlediv {
    display: none; }
  .post-type-elementor_font div#elementor-font-custommetabox #poststuff .inside {
    margin: 0;
    padding: 0; }
  .post-type-elementor_font div#elementor-font-custommetabox h2.hndle {
    padding: 0; }
  .post-type-elementor_font div#elementor-font-custommetabox .handle-actions {
    display: none; }

.post-type-elementor_font #tagsdiv-elementor_font_type,
.post-type-elementor_font #minor-publishing-actions,
.post-type-elementor_font #misc-publishing-actions {
  display: none; }

.elementor-metabox-content .repeater-block {
  background: #ffffff;
  color: #6d7882;
  padding: 20px;
  margin-bottom: 2px; }
  .elementor-metabox-content .repeater-block span.elementor-repeater-tool-btn.close-repeater-row {
    display: none; }
  .elementor-metabox-content .repeater-block.block-visible {
    padding-bottom: 0;
    margin-bottom: 0; }
    .elementor-metabox-content .repeater-block.block-visible span.elementor-repeater-tool-btn.toggle-repeater-row {
      display: none; }
    .elementor-metabox-content .repeater-block.block-visible span.elementor-repeater-tool-btn.close-repeater-row {
      display: inline-block; }
  .elementor-metabox-content .repeater-block:not(.block-visible) .close-repeater-row {
    display: none; }
  .elementor-metabox-content .repeater-block .repeater-title {
    cursor: pointer; }

.elementor-metabox-content .row-font-label {
  padding: 0;
  margin: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  text-transform: capitalize; }
  .elementor-metabox-content .row-font-label li {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 100%;
    margin: 0; }
    .elementor-metabox-content .row-font-label li span.label {
      font-weight: 500;
      padding-right: 10px; }
    .elementor-metabox-content .row-font-label li.row-font-weight, .elementor-metabox-content .row-font-label li.row-font-style {
      max-width: 180px; }
    .elementor-metabox-content .row-font-label li.row-font-actions {
      max-width: 200px;
      text-align: right; }

.elementor-metabox-content .repeater-content {
  margin: 0; }
  .elementor-metabox-content .repeater-content .repeater-content-top {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin-bottom: 20px;
    line-height: 28px; }
    .elementor-metabox-content .repeater-content .repeater-content-top > div {
      -webkit-box-sizing: border-box;
              box-sizing: border-box;
      -webkit-box-flex: 1;
          -ms-flex-positive: 1;
              flex-grow: 1; }
    .elementor-metabox-content .repeater-content .repeater-content-top p {
      margin: 0;
      display: inline-block; }
      .elementor-metabox-content .repeater-content .repeater-content-top p label {
        font-weight: 500;
        padding-right: 10px; }
    .elementor-metabox-content .repeater-content .repeater-content-top .elementor-field-select {
      max-width: 180px; }
    .elementor-metabox-content .repeater-content .repeater-content-top .elementor-field-toolbar {
      max-width: 200px;
      text-align: right; }
  .elementor-metabox-content .repeater-content .repeater-content-bottom {
    background-color: #f7f7f7;
    padding: 20px 40px;
    margin: 0 -20px; }
    .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field {
      display: -webkit-box;
      display: -ms-flexbox;
      display: flex;
      -webkit-box-align: center;
          -ms-flex-align: center;
              align-items: center;
      background-color: #ffffff;
      padding: 10px 20px;
      margin-bottom: 10px;
      -webkit-box-shadow: 0 3px 5px rgba(0, 0, 0, 0.05);
              box-shadow: 0 3px 5px rgba(0, 0, 0, 0.05); }
      .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field:last-child {
        margin-bottom: 0; }
      .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field p,
      .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field input {
        -webkit-box-sizing: border-box;
                box-sizing: border-box;
        -webkit-box-flex: 1;
            -ms-flex-positive: 1;
                flex-grow: 1;
        width: 100%;
        margin: 0; }
      .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field p.elementor-field-label {
        font-weight: 500;
        max-width: 120px; }
      .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field .elementor-field-input {
        padding: 5px 8px;
        margin: 0 15px;
        border-radius: 3px;
        font-size: 12px;
        width: 100%;
        background: none;
        -webkit-box-shadow: none;
                box-shadow: none;
        color: #495157;
        border: 1px solid;
        outline: none; }
        .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field .elementor-field-input:not(:focus) {
          border-color: #d5dadf; }
        .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field .elementor-field-input:focus {
          border-color: #a4afb7; }
      .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field .elementor-upload-btn,
      .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field .elementor-upload-clear-btn {
        max-width: 100px;
        font-size: 11px; }
      .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field .elementor-upload-clear-btn {
        background-color: #eceeef;
        color: #a4afb7; }
        .elementor-metabox-content .repeater-content .repeater-content-bottom .elementor-field .elementor-upload-clear-btn:hover {
          background-color: #b01b1b;
          color: white; }

.elementor-metabox-content .elementor-button {
  background-color: #a4afb7;
  color: #fff;
  line-height: 1;
  text-transform: uppercase;
  height: auto;
  padding: 10px 20px;
  outline: none;
  border: none;
  -webkit-transition-property: background, color, opacity, -webkit-box-shadow;
  transition-property: background, color, opacity, -webkit-box-shadow;
  -o-transition-property: background, color, box-shadow, opacity;
  transition-property: background, color, box-shadow, opacity;
  transition-property: background, color, box-shadow, opacity, -webkit-box-shadow;
  -webkit-transition-duration: .3s;
       -o-transition-duration: .3s;
          transition-duration: .3s; }
  .elementor-metabox-content .elementor-button:hover, .elementor-metabox-content .elementor-button:focus, .elementor-metabox-content .elementor-button:visited {
    color: #fff; }
  .elementor-metabox-content .elementor-button:focus, .elementor-metabox-content .elementor-button:visited {
    background-color: #a4afb7; }
  .elementor-metabox-content .elementor-button:hover {
    background-color: #6d7882;
    -webkit-box-shadow: 0 0 2px rgba(0, 0, 0, 0.12), 0 2px 2px rgba(0, 0, 0, 0.2);
            box-shadow: 0 0 2px rgba(0, 0, 0, 0.12), 0 2px 2px rgba(0, 0, 0, 0.2);
    border: none; }
  .elementor-metabox-content .elementor-button:active {
    -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.19), 0 3px 3px rgba(0, 0, 0, 0.1);
            box-shadow: 0 5px 10px rgba(0, 0, 0, 0.19), 0 3px 3px rgba(0, 0, 0, 0.1); }
  .elementor-metabox-content .elementor-button:not([disabled]) {
    cursor: pointer; }
  .elementor-metabox-content .elementor-button.elementor-size-xs {
    font-size: 11px;
    padding: 10px 20px;
    border-radius: 2px; }
  .elementor-metabox-content .elementor-button.elementor-size-sm {
    font-size: 13px;
    padding: 12px 24px;
    border-radius: 3px; }
  .elementor-metabox-content .elementor-button.elementor-size-md {
    font-size: 14px;
    padding: 15px 30px;
    border-radius: 4px; }
  .elementor-metabox-content .elementor-button.elementor-size-lg {
    font-size: 15px;
    padding: 20px 40px;
    border-radius: 5px; }
  .elementor-metabox-content .elementor-button.elementor-size-xl {
    font-size: 18px;
    padding: 25px 50px;
    border-radius: 6px; }
  .elementor-metabox-content .elementor-button .elementor-align-icon-right {
    float: right;
    margin-left: 5px; }
  .elementor-metabox-content .elementor-button .elementor-align-icon-left {
    float: left;
    margin-right: 5px; }

.elementor-metabox-content input.button.add-repeater-row {
  margin-top: 18px;
  border: none;
  -webkit-box-shadow: none;
          box-shadow: none; }

.elementor-metabox-content .elementor-repeater-tool-btn {
  color: #a4afb7;
  cursor: pointer;
  padding: 0 20px;
  font-size: 12px;
  -webkit-transition: all 0.3s;
  -o-transition: all 0.3s;
  transition: all 0.3s; }
  .elementor-metabox-content .elementor-repeater-tool-btn i {
    padding-right: 5px; }
  .elementor-metabox-content .elementor-repeater-tool-btn:hover {
    color: #6d7882; }
  .elementor-metabox-content .elementor-repeater-tool-btn.remove-repeater-row:hover {
    color: #b01b1b; }

.elementor-metabox-content .row-font-preview,
.elementor-metabox-content .inline-preview {
  font-size: 16px;
  text-transform: capitalize; }

.column-font_preview {
  width: 65%; }

.widefat td.column-font_preview {
  font-size: 16px; }

.post-type-elementor_icons .elementor-metabox-content .elementor-button:not([disabled]) {
  margin-top: 10px; }

.post-type-elementor_icons div#postbox-container-1 {
  display: none; }

.post-type-elementor_icons div#elementor-custom-icons-metabox {
  display: none;
  border: 1px solid #eceeef;
  border-radius: 1px;
  background-color: #fff; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox .inside {
    margin-top: 10px;
    margin-bottom: 20px; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox .elementor-metabox-content {
    background-color: #fff; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox .elementor-custom-icons-metabox {
    padding: 4px 10px 10px 10px; }
    @media (max-width: 1025px) {
      .post-type-elementor_icons div#elementor-custom-icons-metabox .elementor-custom-icons-metabox {
        padding: 0; } }
  .post-type-elementor_icons div#elementor-custom-icons-metabox h4 {
    color: #556068;
    font-size: 22px;
    font-weight: 500;
    letter-spacing: 0.7px;
    line-height: 28px;
    margin: 0 0 4px 0; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox h5 {
    color: #a4afb7;
    font-size: 16px;
    font-weight: 500;
    letter-spacing: 0.5px;
    line-height: 21px;
    margin: 0; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox .elementor--dropzone--upload__icon i {
    font-size: 64px;
    color: #39b54a; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox .box__uploading,
  .post-type-elementor_icons div#elementor-custom-icons-metabox .box__success,
  .post-type-elementor_icons div#elementor-custom-icons-metabox .box__error,
  .post-type-elementor_icons div#elementor-custom-icons-metabox .box__file {
    display: none; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox .is-dragover {
    background-color: grey; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox .box__input {
    padding: 180px 0;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox .elementor-field-dropzone {
    outline: 2px dashed #d5dadf;
    outline-offset: -3px;
    background-color: #fff;
    display: none; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons {
    background-color: #f7f7f7;
    border: 1px solid #eceeef;
    border-radius: 1px; }
    .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-metabox-content {
      background-color: #f7f7f7; }
      .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-metabox-content .elementor-custom-icons-metabox {
        padding: 4px 10px 0 10px; }
    .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header {
      height: 50px;
      color: #6d7882;
      background-color: #fff;
      -webkit-box-shadow: 0 2px 6px 0 rgba(0, 0, 0, 0.06);
              box-shadow: 0 2px 6px 0 rgba(0, 0, 0, 0.06);
      padding: 0 35px;
      display: -webkit-box;
      display: -ms-flexbox;
      display: flex;
      -webkit-box-align: center;
          -ms-flex-align: center;
              align-items: center;
      -webkit-box-pack: start;
          -ms-flex-pack: start;
              justify-content: flex-start; }
      @media (max-width: 1025px) {
        .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header {
          padding: 0 6px; } }
      .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header div {
        -webkit-padding-end: 10px;
                padding-inline-end: 10px;
        -webkit-padding-start: 10px;
                padding-inline-start: 10px; }
        @media (max-width: 1025px) {
          .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header div {
            line-height: 1; }
            .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header div.remove {
              font-size: 10px; } }
        .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header div:nth-of-type(2) {
          border: 1px solid #a4afb7;
          border-top: 0;
          border-bottom: 0; }
      .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header-meta {
        color: #556068;
        font-size: 14px;
        line-height: 1; }
        @media (max-width: 1025px) {
          .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header-meta {
            font-size: 10px; } }
        .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header-meta-value {
          font-weight: bold; }
          @media (max-width: 1025px) {
            .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header-meta-value {
              font-size: 10px; } }
        .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header-meta-remove {
          margin-left: auto;
          color: #556068;
          opacity: .6;
          cursor: pointer;
          -webkit-transition: all 0.3s;
          -o-transition: all 0.3s;
          transition: all 0.3s; }
          .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header-meta-remove i {
            color: #6d7882; }
          .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-header-meta-remove:hover {
            opacity: 1; }
    .post-type-elementor_icons div#elementor-custom-icons-metabox.elementor--has-icons .elementor-icon-set-footer {
      color: #c2cbd2;
      font-family: Roboto, Arial, Helvetica, Verdana, sans-serif;
      border-top: 1px solid #eceeef;
      font-size: 11px;
      font-weight: 500;
      line-height: 1;
      text-align: right;
      padding-top: 10px;
      padding-bottom: 10px;
      -webkit-padding-end: 35px;
              padding-inline-end: 35px; }
  .post-type-elementor_icons div#elementor-custom-icons-metabox ul {
    display: grid;
    grid-template-columns: repeat(auto-fill, minmax(105px, 1fr));
    grid-gap: 20px;
    padding: 15px 35px 0 35px;
    overflow-y: auto;
    max-height: 575px; }
    .post-type-elementor_icons div#elementor-custom-icons-metabox ul li {
      position: relative;
      height: 0;
      padding-bottom: 100%;
      background-color: #fff;
      -webkit-box-shadow: 0 1px 12px rgba(0, 0, 0, 0.05);
              box-shadow: 0 1px 12px rgba(0, 0, 0, 0.05);
      border-radius: 3px;
      overflow: hidden; }
      .post-type-elementor_icons div#elementor-custom-icons-metabox ul li div.icon {
        display: -webkit-box;
        display: -ms-flexbox;
        display: flex;
        -webkit-box-orient: vertical;
        -webkit-box-direction: normal;
            -ms-flex-direction: column;
                flex-direction: column;
        -webkit-box-align: center;
            -ms-flex-align: center;
                align-items: center;
        width: 100%;
        position: absolute;
        top: 50%;
        left: 50%;
        -webkit-transform: translate(-50%, -50%);
            -ms-transform: translate(-50%, -50%);
                transform: translate(-50%, -50%);
        padding: 1px; }
      .post-type-elementor_icons div#elementor-custom-icons-metabox ul li div.icon-name {
        color: #c2cbd2;
        font-size: 11px;
        padding: 18px 20px 0;
        white-space: nowrap;
        max-width: 100%;
        overflow: hidden;
        -o-text-overflow: ellipsis;
           text-overflow: ellipsis; }
        @media (max-width: 479px) {
          .post-type-elementor_icons div#elementor-custom-icons-metabox ul li div.icon-name {
            display: none; } }
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div.product .woocommerce-tabs ul.tabs li.active, .woocommerce ul.cart_list li .amount, .woocommerce ul.product_list_widget li .amount, .woocommerce table.shop_table td.product-name a:hover, .woocommerce table.shop_table td.product-price span, .woocommerce table.shop_table td.product-subtotal span, .woocommerce-cart .cart-collaterals .cart_totals table td .amount, .woocommerce .woocommerce-info:before, .woocommerce div.product span.price, .penci-container-inside.penci-breadcrumb span a:hover,.penci-container-inside.penci-breadcrumb a:hover { color: #003366; } .standard-content .penci-more-link.penci-more-link-button a.more-link, .penci-readmore-btn.penci-btn-make-button a, .penci-featured-cat-seemore.penci-btn-make-button a{ background-color: #003366; color: #fff; } .penci-vernav-toggle:before{ border-top-color: #003366; color: #fff; } @media only screen and (max-width: 767px){ .penci-top-bar{ display: none; } } .penci-top-bar, .penci-topbar-trending .penci-owl-carousel .owl-item, 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a.close-search { color: #ffffff; } .header-search-style-overlay .show-search a.close-search { color: #ffffff; } .header-search-style-default .pcajx-search-loading.show-search .penci-search-form form button:before {border-left-color: #ffffff;} .show-search form.pc-searchform input.search-input::-webkit-input-placeholder{ color: #ffffff; } .show-search form.pc-searchform input.search-input:-moz-placeholder { color: #ffffff; opacity: 1;} .show-search form.pc-searchform input.search-input::-moz-placeholder {color: #ffffff; opacity: 1; } .show-search form.pc-searchform input.search-input:-ms-input-placeholder { color: #ffffff; } .penci-search-form form input.search-input::-webkit-input-placeholder{ color: #ffffff; } .penci-search-form form input.search-input:-moz-placeholder { color: #ffffff; opacity: 1;} .penci-search-form form input.search-input::-moz-placeholder {color: #ffffff; opacity: 1; } .penci-search-form form input.search-input:-ms-input-placeholder { color: #ffffff; } .show-search form.pc-searchform input.search-input,.penci-search-form form input.search-input{ color: #ffffff; } .penci-header-signup-form { padding-top: px; padding-bottom: px; } .header-social a i, .main-nav-social a { color: #ffffff; } .header-social a:hover i, .main-nav-social a:hover, .penci-menuhbg-toggle:hover .lines-button:after, .penci-menuhbg-toggle:hover .penci-lines:before, .penci-menuhbg-toggle:hover .penci-lines:after { color: #c20017; } .penci-slide-overlay .overlay-link, .penci-slider38-overlay, .penci-flat-overlay .penci-slide-overlay .penci-mag-featured-content:before { opacity: ; } .penci-item-mag:hover .penci-slide-overlay .overlay-link, .featured-style-38 .item:hover .penci-slider38-overlay, .penci-flat-overlay .penci-item-mag:hover .penci-slide-overlay .penci-mag-featured-content:before { opacity: ; } .penci-featured-content .featured-slider-overlay { opacity: ; } .featured-style-29 .featured-slider-overlay { opacity: ; } .header-standard:not(.single-header), .standard-post-image{ text-align: center } .header-standard > h2 a { color: #003366; } .header-standard > h2 a { color: #003366; } .penci-grid li .item h2 a, .penci-masonry .item-masonry h2 a, .grid-mixed .mixed-detail h2 a, .overlay-header-box .overlay-title a { text-transform: none; } .penci-grid li .item h2 a, .penci-masonry .item-masonry h2 a { } .penci-grid .cat a.penci-cat-name, .penci-masonry .cat a.penci-cat-name, .penci-featured-infor .cat a.penci-cat-name, .grid-mixed .cat a.penci-cat-name, .overlay-header-box .cat a.penci-cat-name { text-transform: uppercase; } body:not(.pcdm-enable) .penci-featured-infor .penci-entry-title a, body:not(.pcdm-enable) .penci-grid li .item h2 a, body:not(.pcdm-enable) .penci-masonry .item-masonry h2 a, body:not(.pcdm-enable) .grid-mixed .mixed-detail h2 a { color: #003366; } .penci-featured-infor .penci-entry-title a:hover, .penci-grid li .item h2 a:hover, .penci-masonry .item-masonry h2 a:hover, .grid-mixed .mixed-detail h2 a:hover { color: #c20017; } .penci-grid li.typography-style .overlay-typography { opacity: ; } .penci-grid li.typography-style:hover .overlay-typography { opacity: ; } .penci-featured-infor .cat > a.penci-cat-name, .penci-standard-cat .cat > a.penci-cat-name, .grid-header-box .cat > a.penci-cat-name, .header-list-style .cat > a.penci-cat-name, .overlay-header-box .cat > a.penci-cat-name, .inner-boxed-2 .cat > a.penci-cat-name, .main-typography .cat > a.penci-cat-name{ font-size: 12px; } .penci-grid li .item h2 a, .penci-masonry .item-masonry h2 a{font-size:24px;} .grid-post-box-meta, .overlay-header-box .overlay-author, .penci-post-box-meta .penci-box-meta, .header-standard .author-post{ font-size: 12px; } @media only screen and (min-width: 768px){ .penci-grid li.list-post .item > .thumbnail, .home-featured-cat-content.style-6 .mag-post-box.first-post .magcat-thumb{ width: 40%; } .penci-grid li.list-post .item .content-list-right, .home-featured-cat-content.style-6 .mag-post-box.first-post .magcat-detail{ width: 60%; } } .penci-sidebar-content .widget, .penci-sidebar-content.pcsb-boxed-whole { margin-bottom: 40px; } .penci-sidebar-content .penci-border-arrow .inner-arrow { text-transform: none; } .penci-sidebar-content .penci-border-arrow .inner-arrow { font-size: 18px; } #footer-copyright * { font-size: 12px; } #footer-copyright * { font-style: normal; } #widget-area { background-color: #153d66; } .footer-widget-wrapper, .footer-widget-wrapper .widget.widget_categories ul li, .footer-widget-wrapper .widget.widget_archive ul li, .footer-widget-wrapper .widget input[type="text"], .footer-widget-wrapper .widget input[type="email"], .footer-widget-wrapper .widget input[type="date"], .footer-widget-wrapper .widget input[type="number"], .footer-widget-wrapper .widget input[type="search"] { color: #ffffff; } .footer-widget-wrapper .widget ul li, .footer-widget-wrapper .widget ul ul, .footer-widget-wrapper .widget input[type="text"], .footer-widget-wrapper .widget input[type="email"], .footer-widget-wrapper .widget input[type="date"], .footer-widget-wrapper .widget input[type="number"], .footer-widget-wrapper .widget input[type="search"] { border-color: #254566; } .footer-widget-wrapper .widget .widget-title { color: #ffffff; } .footer-widget-wrapper .widget .widget-title .inner-arrow { border-color: #254566; } .footer-widget-wrapper a, .footer-widget-wrapper .widget ul.side-newsfeed li .side-item .side-item-text h4 a, .footer-widget-wrapper .widget a, .footer-widget-wrapper .widget-social a i, .footer-widget-wrapper .widget-social a span, .footer-widget-wrapper .widget ul.side-newsfeed li .side-item .side-item-text .side-item-meta a{ color: #ffffff; } .footer-widget-wrapper .widget-social a:hover i{ color: #fff; } .footer-widget-wrapper .penci-tweets-widget-content .icon-tweets, .footer-widget-wrapper .penci-tweets-widget-content .tweet-intents a, .footer-widget-wrapper .penci-tweets-widget-content .tweet-intents span:after, .footer-widget-wrapper .widget ul.side-newsfeed li .side-item .side-item-text h4 a:hover, .footer-widget-wrapper .widget a:hover, .footer-widget-wrapper .widget-social a:hover span, .footer-widget-wrapper a:hover, .footer-widget-wrapper .widget-social.remove-circle a:hover i, .footer-widget-wrapper .widget ul.side-newsfeed li .side-item .side-item-text .side-item-meta a:hover{ color: #ffffff; } .footer-widget-wrapper .widget .tagcloud a:hover, .footer-widget-wrapper .widget-social a:hover i, .footer-widget-wrapper .mc4wp-form input[type="submit"]:hover, .footer-widget-wrapper .widget input[type="submit"]:hover,.footer-widget-wrapper .penci-user-logged-in .penci-user-action-links a:hover, .footer-widget-wrapper .widget button[type="submit"]:hover { color: #fff; background-color: #ffffff; border-color: #ffffff; } .footer-widget-wrapper .about-widget .about-me-heading:before { border-color: #ffffff; } .footer-widget-wrapper .penci-tweets-widget-content .tweet-intents-inner:before, .footer-widget-wrapper .penci-tweets-widget-content .tweet-intents-inner:after { background-color: #ffffff; } .footer-widget-wrapper .penci-owl-carousel.penci-tweets-slider .owl-dots .owl-dot.active span, .footer-widget-wrapper .penci-owl-carousel.penci-tweets-slider .owl-dots .owl-dot:hover span { border-color: #ffffff; background: #ffffff; } #footer-section, .penci-footer-social-moved{ background-color: #003366; } #footer-section a { color: #ffffff; } .penci-user-logged-in .penci-user-action-links a, .penci-login-register input[type="submit"], .widget input[type="submit"], .widget button[type="submit"], .contact-form input[type=submit], #respond #submit, .wpcf7 input[type="submit"], .widget_wysija input[type="submit"], div.wpforms-container .wpforms-form.wpforms-form input[type=submit], div.wpforms-container .wpforms-form.wpforms-form button[type=submit], div.wpforms-container .wpforms-form.wpforms-form .wpforms-page-button, .mc4wp-form input[type=submit]{ background-color: #003366; } .pcdark-mode .penci-user-logged-in .penci-user-action-links a, .pcdark-mode .penci-login-register input[type="submit"], .pcdark-mode .widget input[type="submit"], .pcdark-mode .widget button[type="submit"], .pcdark-mode .contact-form input[type=submit], .pcdark-mode #respond #submit, .pcdark-mode .wpcf7 input[type="submit"], .pcdark-mode .widget_wysija input[type="submit"], .pcdark-mode div.wpforms-container .wpforms-form.wpforms-form input[type=submit], .pcdark-mode div.wpforms-container .wpforms-form.wpforms-form button[type=submit], .pcdark-mode div.wpforms-container .wpforms-form.wpforms-form .wpforms-page-button, .pcdark-mode .mc4wp-form input[type=submit]{ background-color: #003366; } .penci-user-logged-in .penci-user-action-links a, .penci-login-register input[type="submit"], .widget input[type="submit"], .widget button[type="submit"], .contact-form input[type=submit], #respond #submit, .wpcf7 input[type="submit"], .widget_wysija input[type="submit"], div.wpforms-container .wpforms-form.wpforms-form input[type=submit], div.wpforms-container .wpforms-form.wpforms-form button[type=submit], div.wpforms-container .wpforms-form.wpforms-form .wpforms-page-button, .mc4wp-form input[type=submit]{ color: #ffffff; } .pcdark-mode .penci-user-logged-in .penci-user-action-links a, .pcdark-mode .penci-login-register input[type="submit"], .pcdark-mode .widget input[type="submit"], .pcdark-mode .widget button[type="submit"], .pcdark-mode .contact-form input[type=submit], .pcdark-mode #respond #submit, .pcdark-mode .wpcf7 input[type="submit"], .pcdark-mode .widget_wysija input[type="submit"], .pcdark-mode div.wpforms-container .wpforms-form.wpforms-form input[type=submit], .pcdark-mode div.wpforms-container .wpforms-form.wpforms-form button[type=submit], .pcdark-mode div.wpforms-container .wpforms-form.wpforms-form .wpforms-page-button, .pcdark-mode .mc4wp-form input[type=submit]{ color: #ffffff; } .wp-block-search .wp-block-search__button svg{ fill: #ffffff; } .penci-user-logged-in .penci-user-action-links a:hover, .penci-login-register input[type="submit"]:hover, .footer-widget-wrapper .widget button[type="submit"]:hover,.footer-widget-wrapper .mc4wp-form input[type="submit"]:hover, .footer-widget-wrapper .widget input[type="submit"]:hover,.widget input[type="submit"]:hover, .widget button[type="submit"]:hover, .contact-form input[type=submit]:hover, #respond #submit:hover, .wpcf7 input[type="submit"]:hover, .widget_wysija input[type="submit"]:hover, div.wpforms-container .wpforms-form.wpforms-form input[type=submit]:hover, div.wpforms-container .wpforms-form.wpforms-form button[type=submit]:hover, div.wpforms-container .wpforms-form.wpforms-form .wpforms-page-button:hover, .mc4wp-form input[type=submit]:hover{ background-color: #153d66; } .container-single .single-post-title { text-transform: none; } @media only screen and (min-width: 769px){ .container-single .single-post-title { font-size: 30px; } } .container-single .single-post-title { } .container-single .cat a.penci-cat-name { text-transform: uppercase; } .list-post .header-list-style:after, .grid-header-box:after, .penci-overlay-over .overlay-header-box:after, .home-featured-cat-content .first-post .magcat-detail .mag-header:after { content: none; } .list-post .header-list-style, .grid-header-box, .penci-overlay-over .overlay-header-box, .home-featured-cat-content .first-post .magcat-detail .mag-header{ padding-bottom: 0; } .penci-single-style-6 .single-breadcrumb, .penci-single-style-5 .single-breadcrumb, .penci-single-style-4 .single-breadcrumb, .penci-single-style-3 .single-breadcrumb, .penci-single-style-9 .single-breadcrumb, .penci-single-style-7 .single-breadcrumb{ text-align: left; } .container-single .header-standard, .container-single .post-box-meta-single { text-align: left; } .rtl .container-single .header-standard,.rtl .container-single .post-box-meta-single { text-align: right; } .container-single .post-pagination h5 { text-transform: none; } #respond h3.comment-reply-title span:before, #respond h3.comment-reply-title span:after, .post-box-title:before, .post-box-title:after { content: none; display: none; } .container-single .item-related h3 a { text-transform: none; } .post-entry.blockquote-style-2 blockquote{ background-color: #ededed } .home-featured-cat-content .mag-photo .mag-overlay-photo { opacity: ; } .home-featured-cat-content .mag-photo:hover .mag-overlay-photo { opacity: ; } .inner-item-portfolio:hover .penci-portfolio-thumbnail a:after { opacity: ; } .penci-menuhbg-toggle { width: 18px; } .penci-menuhbg-toggle .penci-menuhbg-inner { height: 18px; } .penci-menuhbg-toggle .penci-lines, .penci-menuhbg-wapper{ width: 18px; } .penci-menuhbg-toggle .lines-button{ top: 8px; } .penci-menuhbg-toggle .penci-lines:before{ top: 5px; } .penci-menuhbg-toggle .penci-lines:after{ top: -5px; } .penci-menuhbg-toggle:hover .lines-button:after, .penci-menuhbg-toggle:hover .penci-lines:before, .penci-menuhbg-toggle:hover .penci-lines:after{ transform: translateX(28px); } .penci-menuhbg-toggle .lines-button.penci-hover-effect{ left: -28px; } .penci-menu-hbg-inner .penci-hbg_sitetitle{ font-size: 18px; } .penci-menu-hbg-inner .penci-hbg_desc{ font-size: 14px; } .penci-menu-hbg{ width: 330px; }.penci-menu-hbg.penci-menu-hbg-left{ transform: translateX(-330px); -webkit-transform: translateX(-330px); -moz-transform: translateX(-330px); }.penci-menu-hbg.penci-menu-hbg-right{ transform: translateX(330px); -webkit-transform: translateX(330px); -moz-transform: translateX(330px); }.penci-menuhbg-open .penci-menu-hbg.penci-menu-hbg-left, .penci-vernav-poleft.penci-menuhbg-open .penci-vernav-toggle{ left: 330px; }@media only screen and (min-width: 961px) { .penci-vernav-enable.penci-vernav-poleft .wrapper-boxed{ padding-left: 330px; } .penci-vernav-enable.penci-vernav-poright .wrapper-boxed{ padding-right: 330px; } .penci-vernav-enable .is-sticky #navigation{ width: calc(100% - 330px); } }@media only screen and (min-width: 961px) { .penci-vernav-enable .penci_is_nosidebar .wp-block-image.alignfull, .penci-vernav-enable .penci_is_nosidebar .wp-block-cover-image.alignfull, .penci-vernav-enable .penci_is_nosidebar .wp-block-cover.alignfull, .penci-vernav-enable .penci_is_nosidebar .wp-block-gallery.alignfull, .penci-vernav-enable .penci_is_nosidebar .alignfull{ margin-left: calc(50% - 50vw + 165px); width: calc(100vw - 330px); } }.penci-vernav-poright.penci-menuhbg-open .penci-vernav-toggle{ right: 330px; }@media only screen and (min-width: 961px) { .penci-vernav-enable.penci-vernav-poleft .penci-rltpopup-left{ left: 330px; } }@media only screen and (min-width: 961px) { .penci-vernav-enable.penci-vernav-poright .penci-rltpopup-right{ right: 330px; } }@media only screen and (max-width: 1500px) and (min-width: 961px) { .penci-vernav-enable .container { max-width: 100%; max-width: calc(100% - 30px); } .penci-vernav-enable .container.home-featured-boxes{ display: block; } .penci-vernav-enable .container.home-featured-boxes:before, .penci-vernav-enable .container.home-featured-boxes:after{ content: ""; display: table; clear: both; } } .widget ul li, .post-entry, p, .post-entry p {text-align: left;} .penci_header.penci-header-builder.main-builder-header{}.penci-header-image-logo,.penci-header-text-logo{--pchb-logo-title-fw:bold;--pchb-logo-title-fs:normal;--pchb-logo-slogan-fw:bold;--pchb-logo-slogan-fs:normal;}.pc-logo-desktop.penci-header-image-logo img{max-height:40px;}@media only screen and (max-width: 767px){.penci_navbar_mobile .penci-header-image-logo img{}}.penci_builder_sticky_header_desktop .penci-header-image-logo img{}.penci_navbar_mobile .penci-header-text-logo{--pchb-m-logo-title-fw:bold;--pchb-m-logo-title-fs:normal;--pchb-m-logo-slogan-fw:bold;--pchb-m-logo-slogan-fs:normal;}.penci_navbar_mobile .penci-header-image-logo img{max-height:40px;}.penci_navbar_mobile .sticky-enable .penci-header-image-logo img{}.pb-logo-sidebar-mobile{--pchb-logo-sm-title-fw:bold;--pchb-logo-sm-title-fs:normal;--pchb-logo-sm-slogan-fw:bold;--pchb-logo-sm-slogan-fs:normal;}.pc-builder-element.pb-logo-sidebar-mobile img{max-width:200px;max-height:60px;}.pc-logo-sticky{--pchb-logo-s-title-fw:bold;--pchb-logo-s-title-fs:normal;--pchb-logo-s-slogan-fw:bold;--pchb-logo-s-slogan-fs:normal;}.pc-builder-element.pc-logo-sticky.pc-logo img{max-height:40px;}.pc-builder-element.pc-main-menu{--pchb-main-menu-font:'Roboto', sans-serif;--pchb-main-menu-fw:bold;--pchb-main-menu-fs:15px;--pchb-main-menu-fs_l2:15px;--pchb-main-menu-tt: none;}.pc-builder-element.pc-second-menu{--pchb-second-menu-fs:12px;--pchb-second-menu-fs_l2:12px;}.pc-builder-element.pc-third-menu{--pchb-third-menu-fs:12px;--pchb-third-menu-fs_l2:12px;}.penci-builder.penci-builder-button.button-1{background-color:#c20017;color:#ffffff;}.penci-builder.penci-builder-button.button-1:hover{background-color:#c16c76;color:#ffffff;}.penci-builder.penci-builder-button.button-2{padding-top: 9px;padding-right: 20px;padding-bottom: 9px;padding-left: 20px;background-color:#c20017;color:#ffffff;}.penci-builder.penci-builder-button.button-2:hover{background-color:#003366;}.penci-builder.penci-builder-button.button-3{}.penci-builder.penci-builder-button.button-3:hover{}.penci-builder.penci-builder-button.button-mobile-1{}.penci-builder.penci-builder-button.button-mobile-1:hover{}.penci-builder.penci-builder-button.button-2{}.penci-builder.penci-builder-button.button-2:hover{}.penci-builder-mobile-sidebar-nav.penci-menu-hbg{border-width:0;background-color:#003366;border-style:solid;color:#ffffff;}.pc-builder-menu.pc-dropdown-menu{--pchb-dd-lv1:14px;--pchb-dd-lv2:14px;}.penci-header-builder .penci-builder-element.pctopbar-item{}.penci-builder-element.vertical-line-1{margin-right: 10px;margin-left: 20px;}.penci-builder-element.vertical-line-2{margin-right: 10px;margin-left: 20px;}.pc-builder-element.penci-top-search .search-click{color:#ffffff}.pc-builder-element.pc-main-menu .navigation .menu > li > a,.pc-builder-element.pc-main-menu .navigation ul.menu ul.sub-menu a{color:#dddddd}.pc-builder-element.pc-main-menu .navigation .menu > li > a:hover,.pc-builder-element.pc-main-menu .navigation .menu > li:hover > a,.pc-builder-element.pc-main-menu .navigation ul.menu ul.sub-menu a:hover{color:#ffffff}.pc-builder-element.pc-main-menu .navigation .menu li.current-menu-item > a,.pc-builder-element.pc-main-menu .navigation .menu > li.current_page_item > a,.pc-builder-element.pc-main-menu .navigation .menu > li.current-menu-ancestor > a,.pc-builder-element.pc-main-menu .navigation .menu > li.current-menu-item > a{color:#ffffff}.pc-builder-element.pc-main-menu .navigation ul.menu ul.sub-menu li a{color:#dddddd}.pc-builder-element.pc-main-menu .navigation ul.menu ul.sub-menu li a:hover{color:#ffffff}.pc-builder-element.pc-main-menu .navigation .menu .sub-menu li.current-menu-item > a,.pc-builder-element.pc-main-menu .navigation .menu .sub-menu > li.current_page_item > a,.pc-builder-element.pc-main-menu .navigation .menu 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				                <h1 class="post-title single-post-title entry-title">Idman Analitikasında AI və Məlumat Dəyişikliyi</h1>
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			<p><title>Idman Analitikasında AI və Məlumat Dəyişikliyi</title></p>
<h1>Azərbaycanda İdman Təhlili &#8211; Metrikalar, Modellər və Texnologiya</h1>
<p>İdman sahəsində qərarların qəbulu sürətlə dəyişir, ənənəvi müşahidələrin yerini mürəkkəb məlumat analitikası və süni intellekt alır. Azərbaycanda futbol, güləş, şahmat kimi ənənəvi olaraq güclü olduğumuz idman növlərində belə, komandalar və məşqçilər performansı artırmaq, zədələri proqnozlaşdırmaq və rəqib strategiyalarını deşifrə etmək üçün bu alətlərdən istifadə etməyə başlayıblar. Bu məqalə Azərbaycandakı vəziyyət kontekstində idman analitikasının necə inkişaf etdiyini, istifadə olunan əsas metrikaları, modellərin iş prinsiplərini və texnologiyanın öz məhdudiyyətlərini araşdıracaq. Müasir təhlil metodları, o cümlədən <a href="https://mainecoastworkshop.com/">mostbet azerbaycan</a> kimi platformalarda da istifadə olunan ümumi analitik prinsiplər, idmanın başa düşülməsini kökündən dəyişir.</p>
<h2>Məlumatın Toplanması &#8211; Ənənəvi Sensordan AI-ya Keçid</h2>
<p>Keçmişdə idman statistikası əsasən əl ilə, məhdud göstəricilər əsasında qeyd olunurdu. İndi isə vəziyyət tamamilə fərqlidir. GPS formaları, akselerometrlər, giroskoplar və yüksək tezlikli kameralar hər bir oyunçunun hərəkətini, sürətini, yükünü və hətta biometrik məlumatlarını izləyir. Azərbaycan klubları da bu texnologiyalara yavaş-yavaş inteqrasiya olunur, xüsusilə futbol akademiyalarında və yığma komandaların hazırlıq dövrlərində. Bu cihazlar hər antrenman və oyun zamanı terabaytlarla məlumat yaradır.</p>
<h3>Yerli Kontekstdə Məlumat Mənbələri</h3>
<p>Azərbaycanda əsas məlumat mənbələri yerli çempionatların rəsmi statistikaları, beynəlxalq federasiyaların (FIFA, UEFA, FILA) bazaları və klubların öz daxili ölçmə sistemləridir. Məhdud resurslar səbəbindən kiçik klublar üçün tam spektrli sensor sistemləri bahalı ola bilər, lakin mobil tətbiqlər və video analiz proqramları vasitəsilə əlçatan həllər getdikcə daha çox yayılır.</p>
<p>Məlumatın keyfiyyəti və tutarlılığı böyük problem olaraq qalır. Müxtəlif provayderlər müxtəlif metodologiyalardan istifadə edə bilər, bu da modellərin öyrədilməsini çətinləşdirir. Bundan əlavə, şəxsi məlumatların mühafizəsi və idmançıların razılığı kimi etik məsələlər də diqqətlə nəzərə alınmalıdır.</p>
<h2>Performans Metrikalarının Təkamülü</h2>
<p>Sadə statistikalar, məsələn, vuruş sayı və ya topa sahib olma faizi, artıq kifayət deyil. Müasir analitika daha mürəkkəb və kontekstual göstəricilər yaradır. Bu metrikalar təkcə nə baş verdiyini deyil, həm də niyə baş verdiyini və bunun nəticəyə necə təsir etdiyini izah etməyə çalışır.</p>
<ul>
<li>Gözlənilən Qollar (xG): Futbolda hücum effektivliyini ölçmək üçün qızıl standart olub, hər vuruşun qola çevrilmə ehtimalını tarixi məlumatlar əsasında modelləşdirir. Azərbaycan Premyer Liqasının təhlilində də tədricən tətbiq olunur.</li>
<li>Təzyiq Hərəkətləri: Top itkisindən sonra komandanın neçə saniyə ərzində topu geri qaytarmaq üçün cəhd göstərdiyini ölçür, bu da komandanın müdafiə fəallığını qiymətləndirir.</li>
<li>Pass Zəncirləri: Uğurlu hücum hərəkətlərini təhlil etmək üçün ardıcıl pasların effektivliyi və məkanı qiymətləndirilir.</li>
<li>Yük İdarəetməsi: GPS məlumatları əsasında idmançının həftəlik və aylıq yükünün (məsafə, sürət, kəskin dönüşlər) monitorinqi, zədə riskinin minimuma endirilməsi məqsədi daşıyır.</li>
<li>Oyun Təhlili: Şahmat və digər nəzəri idman növlərində, proqramlar milyonlarla partiyanı təhlil edərək optimal gedişləri və strateji nüansları müəyyən edir.</li>
<li>Meydanın Kontrolu: Topun və oyunçuların mövqeyi əsasında komandanın meydanın hansı hissəsini nəzarətdə saxladığını göstərir.</li>
<li>Qərarların Dəqiqliyi: Müəyyən vəziyyətdə oyunçunun texniki seçiminin (pas, driblinq, vuruş) optimal olub-olmadığını statistik ehtimal əsasında qiymətləndirir.</li>
</ul>
<h2>Süni İntellekt və Maşın Öyrənmə Modelləri</h2>
<p>Çoxlu miqdarda məlumatı emal etmək və ondan faydalı nəticə çıxarmaq üçün AI alətləri vacibdir. Bu modellər əsasən üç kateqoriyaya bölünür: proqnozlaşdırma, təsnifat və klasterləşdirmə.</p>
<p><img decoding="async" src="https://rokkitchentools.com/wp-content/uploads/2024/09/haqqimizda-mostbet-az90.jpg" alt="mostbet azerbaycan" loading="lazy"></p>
<p>Proqnozlaşdırma modelləri oyun nəticəsini, idmançının performansını və ya zədə riskini proqnozlaşdırmaq üçün keçmiş məlumatlardan istifadə edir. Təsnifat modelləri müəyyən bir hərəkəti (məsələn, zədə meyilli olma) və ya strategiyanı müəyyən etmək üçün işləyir. Klasterləşdirmə modelləri isə oxşar xüsusiyyətlərə malik oyunçuları və ya komanda konfiqurasiyalarını qruplaşdırmaq üçün istifadə olunur ki, bu da rəqibin təhlilinə kömək edir. For a quick, neutral reference, see <a href="https://www.nba.com/">NBA official site</a>.</p>
<table>
<thead>
<tr>
<th>Model Növü</th>
<th>Əsas Tətbiqi</th>
<th>Azərbaycanda Potensial İstifadəsi</th>
</tr>
</thead>
<tbody>
<tr>
<td>Reqressiya Analizi</td>
<td>Zədə müddətinin və ya qol sayının proqnozu</td>
<td>Gənc futbolçuların inkişaf trayektoriyasının modelləşdirilməsi</td>
</tr>
<tr>
<td>Qərar Ağacları</td>
<td>Oyun zamanı taktiki seçimlərin təhlili</td>
<td>Rəqib komandanın zəif müdafiə xəttinin müəyyən edilməsi</td>
</tr>
<tr>
<td>Neuron Şəbəkələri</td>
<td>Video görüntülərdən avtomatik hərəkət tanıma</td>
<td>Güləşçilərin texnikasının avtomatik qiymətləndirilməsi</td>
</tr>
<tr>
<td>Təbii Dilin Emalı</td>
<td>Mətbuat konfransları və müsahibələrin sentiment təhlili</td>
<td>Komandanın mənəvi vəziyyətinin və ictimai rəyin monitorinqi</td>
</tr>
<tr>
<td>Öyrədici Olmayan Klasterləşdirmə</td>
<td>Oyunçuların rol və üslub baxımından qruplaşdırılması</td>
<td>Yerli liqada yeni transfer üçün uyğun namizədlərin tapılması</td>
</tr>
<tr>
<td>Zaman Sıraları Təhlili</td>
<td>Mövsüm ərzində formanın dəyişməsinin izlənməsi</td>
<td>Ən yüksək performans üçün yükün optimal planlaşdırılması</td>
</tr>
</tbody>
</table>
<h2>Texnologiyanın Praktik Tətbiqi və Məhdudiyyətləri</h2>
<p>AI modellərinin nəzəri cəlbediciliyinə baxmayaraq, onların real dünyada tətbiqi bir sıra çətinliklərlə üzləşir. Bu məhdudiyyətlər xüsusilə Azərbaycan kimi inkişaf etməkdə olan idman bazarlarında daha aydın görünür.</p>
<h3>Məlumatla Bağlı Çətinliklər</h3>
<p>Hər hansı bir AI modelinin effektivliyi ona verilən məlumatın keyfiyyətindən asılıdır. Azərbaycanda aşağı liqalar üçün məlumatlar natamam, qeyri-dəqiq və ya standartlaşdırılmamış ola bilər. Bu da modellərin &#8220;zibil daxil, zibil xaric&#8221; prinsipi ilə işləməsinə səbəb olur və etibarsız nəticələr verir. Bundan əlavə, kiçik seçmə ölçüsü (məsələn, az sayda yüksək səviyyəli şahmatçı) modelin düzgün öyrədilməsinə mane ola bilər.</p>
<p><img decoding="async" src="https://twoverbs.com/wp-content/uploads/2023/11/DALL·E-2023-11-30-06.36.07-An-imaginative-and-dynamic-feature-image-representing-a-review-of-Mostbet-Az.-In-the-foreground-prominently-display-the-Mostbet-logo-vibrant-and-eye-1024x800.png" alt="mostbet azerbaycan" loading="lazy"></p>
<h3>İnsan Amili və Mədəniyyət</h3>
<p>Texnologiya təklifləri insan məşqçilərin və idmançıların təcrübəsi ilə tarazlaşdırılmalıdır. Köhnə nəslin məşqçiləri rəqəmsal göstəricilərə həddindən artıq etibar etməyə şübhə ilə yanaşa bilər. Uğur, texnikanın qəbulu ilə mədəni dəyişikliyin birləşməsindən asılıdır. Azərbaycanda idman qurumlarında məlumat elmləri üzrə mütəxəssislərin sayı məhduddur, bu da texnologiyanın tam inteqrasiyasını ləngidir. For general context and terms, see <a href="https://www.olympics.com/en/">Olympics official hub</a>.</p>
<ul>
<li>İnterpretasiya Problemi: Çox mürəkkəb &#8220;qara qutu&#8221; modelləri niyə müəyyən bir proqnoz verdiyini izah edə bilmir, bu da məşqçilərin ona etibar etməsini çətinləşdirir.</li>
<li>Maliyyə Xərcləri: Sensor avadanlığı, proqram təminatı və ixtisaslı kadrların saxlanması əhəmiyyətli investisiya tələb edir ki, bu da kiçik büdcəli klublar üçün əngəl ola bilər.</li>
<li>Etik Sərhədlər: Performans məlumatlarının idmançıların müqavilə müzakirələrində istifadəsi, həddindən artıq monitorinq və psixoloji təzyiq yarada bilər.</li>
<li>Həddindən Artıq Optimallaşdırma Təhlükəsi: Model yalnız ölçülə bilən amillərə diqqət yetirə bilər, lakin komanda ruhu, liderlik, meydandakı intuisiya kimi keyfiyyətləri nəzərə almaya bilər.</li>
<li>Texniki İnfrastruktur: Daimi internet bağlantısı, bulud xidmətləri və məlumatların təhlükəsiz saxlanması üçün sistemlər zəruridir.</li>
</ul>
<h2>Azərbaycan İdmanının Gələcək Perspektivləri</h2>
<p>İdman analitikasının gələcəyi AI ilə insan ekspertizasının sintezindədir. Azərbaycan bu sahədə öz potensialını artırmaq üçün bir neçə istiqamətdə addım ata bilər.</p>
<p>Birincisi, təhsil mərkəzlidir. İdman menecmenti, məşqçilik və hətta idmançı hazırlığı proqramlarına məlumat elmlərinin əsasları daxil edilməlidir. İkincisi, yerli çempionatlar üçün vahid, açıq məlumat standartları və platformalarının yaradılması kiçik klublar üçün də analitikanı əlçatan edə bilər. Üçüncüsü, Azərbaycanın güclü olduğu idman növlərində (məsələn, güləş, şahmat, boks) xüsusi olaraq hazırlanmış analitik alətlərin inkişafı beynəlxalq rəqabət qabiliyyətini daha da artıra bilər.</p>
<p>Texnologiya getdikcə daha əlverişli və istifadəsi asan olur. Gələcəkdə, hətta orta səviyyəli klubların belə real vaxt rejimində avtomatik video təhlili və performans göstəriciləri ilə işləyə biləcəyi gözlənilir. Bununla belə, əsas məqsəd heç vaxt texnologiyanın özü deyil, idmançıların sağlamlığını, inkişafını və komandaların effektivliyini artırmaq olmalıdır. Məlumat yalnız daha ağıllı qərarlar qəbul etmək üçün bir vasitədir, özü məqsəd deyil. Azərbaycan idmanı bu tarazlığı qurmaqda uğur qazanarsa, nəinki ölkə daxilində, həm də beynəlxalq arenada daha böyük nailiyyətlər əldə edə bilər.</p>

			
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