edits

Author: dzinemon

_data/sponsors.yml

@@ -5,4 +5,8 @@
 - name: iberdrola
   image: images/sponsors/iberdrola.png
   url: "https://www.iberdrola.com/"
-  width: 20rem
+  width: 20rem
+- name: hyundai
+  image: images/sponsors/hyundai-logo.png
+  url: "https://www.hyundai.com/worldwide/en"
+  width: 15rem

_data/tabs.yaml

@@ -24,34 +24,6 @@
     sigpro.process_signal(data)
 
   output: /images/tabs/img/sigpro-output.png
-- title: Forecasting
-  name: pyteller
-  slug: sintel-dev/sintel
-  subtitle: Predict future values by analyzing past trends.
-  image:
-  icon: /img/pyteller.svg
-  code: |+
-    from pyteller.data import load_data
-    from pyteller.core import Pyteller
-
-    train_data = load_data(
-      'pyteller/data/AL_Weather_current.csv')
-    test_data = load_data(
-      'pyteller/data/AL_Weather_input.csv')
-
-    pyteller = Pyteller(
-      pipeline=('pyteller/pipelines/sandbox/'
-                'LSTM/LSTM_offset.json'),
-      pred_length=6, offset=1)
-
-    pyteller.fit(
-      data=train_data,
-      timestamp_col='valid', target_signal='tmpf',
-      entity_col='station', entities='8A0')
-    
-    pyteller.forecast(data=test_data)
-
-  output: /images/tabs/img/forecasting-output.png
 - title: Anomaly Detection
   name: orion
   slug: sintel-dev/Orion
@@ -99,6 +71,34 @@
     draco.predict(test, readings)
 
   output: /images/tabs/img/classification-output.png
+- title: Forecasting
+  name: pyteller
+  slug: sintel-dev/sintel
+  subtitle: Predict future values by analyzing past trends.
+  image:
+  icon: /img/pyteller.svg
+  code: |+
+    from pyteller.data import load_data
+    from pyteller.core import Pyteller
+
+    train_data = load_data(
+      'pyteller/data/AL_Weather_current.csv')
+    test_data = load_data(
+      'pyteller/data/AL_Weather_input.csv')
+
+    pyteller = Pyteller(
+      pipeline=('pyteller/pipelines/sandbox/'
+                'LSTM/LSTM_offset.json'),
+      pred_length=6, offset=1)
+
+    pyteller.fit(
+      data=train_data,
+      timestamp_col='valid', target_signal='tmpf',
+      entity_col='station', entities='8A0')
+    
+    pyteller.forecast(data=test_data)
+
+  output: /images/tabs/img/forecasting-output.png
 - title: Benchmarking
   name: benchmark
   slug: sintel-dev/Orion

_includes/opensource.html

@@ -1,9 +1,7 @@
 <section class="py-3 bg-light position-relative" id="">
   <span class="anchor" id="opensource"></span>
   <div class="container">
-    {% include heading.html title="Open Source" subtitle="Sintel is an ecosystem for time series processing, labeling, 
-    modeling, benchmarking, and user interactions. Explore the ecosystem of open source libraries supporting the Sintel.
-    Each can be used as a standalone package for particular needs." classname="text-center" %}
+    {% include heading.html title="Open Source" subtitle="Explore the Sintel ecosystem and its open source libraries. These libraries support a variety of time series tasks including generative modeling for time series, labeling, benchmarking, and user interactions." classname="text-center" %}
   </div>
 
 {% assign libs = site.data.open-sources-libs %}
@@ -65,7 +63,7 @@
       </div>
 
       <div class="row justify-content-center justify-content-lg-start" id="libWarp">
-        {% assign libs = site.data.open-sources-libs | sort_natural: "Library_name" %}
+        {% assign libs = site.data.open-sources-libs %}
         {% for item in libs %}
         {% assign item_themes = item.Theme | split: ","%}
         {% assign item_projects = item.Project | split: ","%}

_includes/tabs.html

@@ -1,8 +1,8 @@
 <section class="py-5 bg-white position-relative">
   <span class="anchor" id="about"></span>
   <div class="container-lg">
-    {% include heading.html classname="text-center" title="Analyze, Interact, Decide" subtitle="The ecosystem of Sintel
-    allows you to build advanced analytic workflows with human in the loop using the Machine Learning libraries,
+    {% include heading.html classname="text-center" title="Analyze, Interact, Decide" subtitle="The Sintel ecosystem
+    allows you to build advanced analytic workflows using Machine Learning,
      RESTful APIs, and Visualization tools." %}
     <!-- <div class="row justify-content-center align-items-center my-4" id="tabs-container"> -->
     <div class="row justify-content-center my-4" id="tabs-container">

_includes/use-cases.html

@@ -1,7 +1,7 @@
 <section class="py-5 position-relative text-white bg-navy-blue">
   <span class="anchor" id="use-cases"></span>
   <div class="container">
-    {% include heading.html classname="text-center" title="Use Cases" subtitle="Sintel have been demonstrated in the following application domains." %}
+    {% include heading.html classname="text-center" title="Case Studies" subtitle="Explore the case studies demonstrating Sintel in action." %}
     <div class="row justify-content-center my-4">
       {% for item in site.data.use-cases %}
         <div class="col-lg-auto col-sm-6 mb-4 mb-lg-0" style="max-width: 280px;">