Deployed 8d1ad9a with MkDocs version: 1.3.0

examples/simple/data/data.ipynb

@@ -207,10 +207,10 @@
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-      "\u001b[38;5;39m2022-06-25 14:25:24,990 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongodbDriver\u001b[0m\n",
+      "\u001b[38;5;39m2022-06-25 14:25:24,990 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongoDbDriver\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:25:24,991 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising LargeFileMongo\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:25:24,992 |     INFO | Settings: configured ✅\u001b[0m\n",
-      "\u001b[38;5;39m2022-06-25 14:25:24,993 |     INFO | 🔩 tracing_database: MongodbDriver\u001b[0m\n",
+      "\u001b[38;5;39m2022-06-25 14:25:24,993 |     INFO | 🔩 tracing_database: MongoDbDriver\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:25:24,994 |     INFO | 🔩 large_file_implementation: LargeFileMongo\u001b[0m\n",
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       "\u001b[38;5;39m2022-06-25 14:25:24,995 |     INFO | 🔩 should_log_exception_stack: True\u001b[0m\n",

examples/simple/data/index.html

@@ -360,6 +360,90 @@
 
             
           
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/configure-service/" class="md-nav__link">
+        How to configure GreatAI
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/use-service/" class="md-nav__link">
+        How to use a GreatAI service
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/handle-training-data/" class="md-nav__link">
+        How to handle training data
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/large_file/" class="md-nav__link">
+        How to use LargeFile
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/call_remote.md" class="md-nav__link">
+        None
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/scraping/" class="md-nav__link">
+        Scraping
+      </a>
+    </li>
+  
+
+            
+          
         </ul>
       </nav>
     </li>
@@ -401,7 +485,7 @@
   
     <li class="md-nav__item">
       <a href="../../../reference/" class="md-nav__link">
-        Reference
+        GreatAI reference
       </a>
     </li>
   
@@ -462,6 +546,194 @@
 
   
   
+    
+  
+  
+    
+    <li class="md-nav__item md-nav__item--active md-nav__item--nested">
+      
+      
+        <input class="md-nav__toggle md-toggle" data-md-toggle="__nav_5" type="checkbox" id="__nav_5" checked>
+      
+      
+      
+      
+        <label class="md-nav__link" for="__nav_5">
+          Examples
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <nav class="md-nav" aria-label="Examples" data-md-level="1">
+        <label class="md-nav__title" for="__nav_5">
+          <span class="md-nav__icon md-icon"></span>
+          Examples
+        </label>
+        <ul class="md-nav__list" data-md-scrollfix>
+          
+            
+              
+  
+  
+    
+  
+  
+    
+    <li class="md-nav__item md-nav__item--active md-nav__item--nested">
+      
+      
+        <input class="md-nav__toggle md-toggle" data-md-toggle="__nav_5_1" type="checkbox" id="__nav_5_1" checked>
+      
+      
+      
+      
+        <label class="md-nav__link" for="__nav_5_1">
+          Explainable Naive Bayes
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <nav class="md-nav" aria-label="Explainable Naive Bayes" data-md-level="2">
+        <label class="md-nav__title" for="__nav_5_1">
+          <span class="md-nav__icon md-icon"></span>
+          Explainable Naive Bayes
+        </label>
+        <ul class="md-nav__list" data-md-scrollfix>
+          
+            
+              
+  
+  
+    
+  
+  
+    <li class="md-nav__item md-nav__item--active">
+      
+      <input class="md-nav__toggle md-toggle" data-md-toggle="toc" type="checkbox" id="__toc">
+      
+      
+        
+      
+      
+        <label class="md-nav__link md-nav__link--active" for="__toc">
+          Train a domain classifier on the semantic scholar dataset
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <a href="./" class="md-nav__link md-nav__link--active">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+      
+        
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+    
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#extract" class="md-nav__link">
+    Extract
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#transform" class="md-nav__link">
+    Transform
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#load" class="md-nav__link">
+    Load
+  </a>
+  
+    <nav class="md-nav" aria-label="Load">
+      <ul class="md-nav__list">
+        
+          <li class="md-nav__item">
+  <a href="#production-ready-backend" class="md-nav__link">
+    Production-ready backend
+  </a>
+  
+</li>
+        
+      </ul>
+    </nav>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#next-part-2" class="md-nav__link">
+    Next: Part 2
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+      
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../train/" class="md-nav__link">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../deploy/" class="md-nav__link">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+    </li>
+  
+
+            
+          
+        </ul>
+      </nav>
+    </li>
+  
+
+            
+          
+        </ul>
+      </nav>
+    </li>
+  
+
+    
+      
+      
+      
+
+  
+  
   
     <li class="md-nav__item">
       <a href="../../../explanation/" class="md-nav__link">
@@ -2020,10 +2292,10 @@ add_ground_truth(X, y, train_split_ratio=0.8, test_split_ratio=0.2)</div>
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
 <pre><span style="color: rgb(255,255,0)">2022-06-25 14:25:24,989 |  WARNING | Environment variable ENVIRONMENT is not set, defaulting to development mode ‼️</span>
-<span style="color: rgb(0,175,255)">2022-06-25 14:25:24,990 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongodbDriver</span>
+<span style="color: rgb(0,175,255)">2022-06-25 14:25:24,990 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongoDbDriver</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:25:24,991 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising LargeFileMongo</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:25:24,992 |     INFO | Settings: configured ✅</span>
-<span style="color: rgb(0,175,255)">2022-06-25 14:25:24,993 |     INFO | 🔩 tracing_database: MongodbDriver</span>
+<span style="color: rgb(0,175,255)">2022-06-25 14:25:24,993 |     INFO | 🔩 tracing_database: MongoDbDriver</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:25:24,994 |     INFO | 🔩 large_file_implementation: LargeFileMongo</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:25:24,994 |     INFO | 🔩 is_production: False</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:25:24,995 |     INFO | 🔩 should_log_exception_stack: True</span>
@@ -2078,6 +2350,42 @@ add_ground_truth(X, y, train_split_ratio=0.8, test_split_ratio=0.2)</div>
       
         <footer class="md-footer">
   
+    
+    <nav class="md-footer__inner md-grid" aria-label="Footer" >
+      
+        
+        <a href="../../../reference/views/" class="md-footer__link md-footer__link--prev" aria-label="Previous: View models" rel="prev">
+          <div class="md-footer__button md-icon">
+            <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
+          </div>
+          <div class="md-footer__title">
+            <div class="md-ellipsis">
+              <span class="md-footer__direction">
+                Previous
+              </span>
+              View models
+            </div>
+          </div>
+        </a>
+      
+      
+        
+        <a href="../train/" class="md-footer__link md-footer__link--next" aria-label="Next: Train a domain classifier on the semantic scholar dataset" rel="next">
+          <div class="md-footer__title">
+            <div class="md-ellipsis">
+              <span class="md-footer__direction">
+                Next
+              </span>
+              Train a domain classifier on the semantic scholar dataset
+            </div>
+          </div>
+          <div class="md-footer__button md-icon">
+            <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg>
+          </div>
+        </a>
+      
+    </nav>
+  
   <div class="md-footer-meta md-typeset">
     <div class="md-footer-meta__inner md-grid">
       <div class="md-copyright">

examples/simple/deploy/deploy.ipynb

@@ -24,10 +24,10 @@
      "output_type": "stream",
      "text": [
       "\u001b[38;5;226m2022-06-25 14:57:20,629 |  WARNING | Environment variable ENVIRONMENT is not set, defaulting to development mode ‼️\u001b[0m\n",
-      "\u001b[38;5;39m2022-06-25 14:57:20,629 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongodbDriver\u001b[0m\n",
+      "\u001b[38;5;39m2022-06-25 14:57:20,629 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongoDbDriver\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:57:20,630 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising LargeFileMongo\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:57:20,631 |     INFO | Settings: configured ✅\u001b[0m\n",
-      "\u001b[38;5;39m2022-06-25 14:57:20,631 |     INFO | 🔩 tracing_database: MongodbDriver\u001b[0m\n",
+      "\u001b[38;5;39m2022-06-25 14:57:20,631 |     INFO | 🔩 tracing_database: MongoDbDriver\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:57:20,631 |     INFO | 🔩 large_file_implementation: LargeFileMongo\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:57:20,632 |     INFO | 🔩 is_production: False\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:57:20,633 |     INFO | 🔩 should_log_exception_stack: True\u001b[0m\n",

examples/simple/deploy/index.html

@@ -360,6 +360,90 @@
 
             
           
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/configure-service/" class="md-nav__link">
+        How to configure GreatAI
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/use-service/" class="md-nav__link">
+        How to use a GreatAI service
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/handle-training-data/" class="md-nav__link">
+        How to handle training data
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/large_file/" class="md-nav__link">
+        How to use LargeFile
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/call_remote.md" class="md-nav__link">
+        None
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/scraping/" class="md-nav__link">
+        Scraping
+      </a>
+    </li>
+  
+
+            
+          
         </ul>
       </nav>
     </li>
@@ -401,7 +485,7 @@
   
     <li class="md-nav__item">
       <a href="../../../reference/" class="md-nav__link">
-        Reference
+        GreatAI reference
       </a>
     </li>
   
@@ -462,6 +546,160 @@
 
   
   
+    
+  
+  
+    
+    <li class="md-nav__item md-nav__item--active md-nav__item--nested">
+      
+      
+        <input class="md-nav__toggle md-toggle" data-md-toggle="__nav_5" type="checkbox" id="__nav_5" checked>
+      
+      
+      
+      
+        <label class="md-nav__link" for="__nav_5">
+          Examples
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <nav class="md-nav" aria-label="Examples" data-md-level="1">
+        <label class="md-nav__title" for="__nav_5">
+          <span class="md-nav__icon md-icon"></span>
+          Examples
+        </label>
+        <ul class="md-nav__list" data-md-scrollfix>
+          
+            
+              
+  
+  
+    
+  
+  
+    
+    <li class="md-nav__item md-nav__item--active md-nav__item--nested">
+      
+      
+        <input class="md-nav__toggle md-toggle" data-md-toggle="__nav_5_1" type="checkbox" id="__nav_5_1" checked>
+      
+      
+      
+      
+        <label class="md-nav__link" for="__nav_5_1">
+          Explainable Naive Bayes
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <nav class="md-nav" aria-label="Explainable Naive Bayes" data-md-level="2">
+        <label class="md-nav__title" for="__nav_5_1">
+          <span class="md-nav__icon md-icon"></span>
+          Explainable Naive Bayes
+        </label>
+        <ul class="md-nav__list" data-md-scrollfix>
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../data/" class="md-nav__link">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../train/" class="md-nav__link">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+    
+  
+  
+    <li class="md-nav__item md-nav__item--active">
+      
+      <input class="md-nav__toggle md-toggle" data-md-toggle="toc" type="checkbox" id="__toc">
+      
+      
+        
+      
+      
+        <label class="md-nav__link md-nav__link--active" for="__toc">
+          Train a domain classifier on the semantic scholar dataset
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <a href="./" class="md-nav__link md-nav__link--active">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+      
+        
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+    
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#check-accuracy-on-the-test-split" class="md-nav__link">
+    Check accuracy on the test split
+  </a>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+      
+    </li>
+  
+
+            
+          
+        </ul>
+      </nav>
+    </li>
+  
+
+            
+          
+        </ul>
+      </nav>
+    </li>
+  
+
+    
+      
+      
+      
+
+  
+  
   
     <li class="md-nav__item">
       <a href="../../../explanation/" class="md-nav__link">
@@ -1757,10 +1995,10 @@ def get_label(
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
 <pre><span style="color: rgb(255,255,0)">2022-06-25 14:57:20,629 |  WARNING | Environment variable ENVIRONMENT is not set, defaulting to development mode ‼️</span>
-<span style="color: rgb(0,175,255)">2022-06-25 14:57:20,629 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongodbDriver</span>
+<span style="color: rgb(0,175,255)">2022-06-25 14:57:20,629 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongoDbDriver</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:57:20,630 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising LargeFileMongo</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:57:20,631 |     INFO | Settings: configured ✅</span>
-<span style="color: rgb(0,175,255)">2022-06-25 14:57:20,631 |     INFO | 🔩 tracing_database: MongodbDriver</span>
+<span style="color: rgb(0,175,255)">2022-06-25 14:57:20,631 |     INFO | 🔩 tracing_database: MongoDbDriver</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:57:20,631 |     INFO | 🔩 large_file_implementation: LargeFileMongo</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:57:20,632 |     INFO | 🔩 is_production: False</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:57:20,633 |     INFO | 🔩 should_log_exception_stack: True</span>
@@ -1991,6 +2229,42 @@ class="
       
         <footer class="md-footer">
   
+    
+    <nav class="md-footer__inner md-grid" aria-label="Footer" >
+      
+        
+        <a href="../train/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Train a domain classifier on the semantic scholar dataset" rel="prev">
+          <div class="md-footer__button md-icon">
+            <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
+          </div>
+          <div class="md-footer__title">
+            <div class="md-ellipsis">
+              <span class="md-footer__direction">
+                Previous
+              </span>
+              Train a domain classifier on the semantic scholar dataset
+            </div>
+          </div>
+        </a>
+      
+      
+        
+        <a href="../../../explanation/" class="md-footer__link md-footer__link--next" aria-label="Next: Explanation" rel="next">
+          <div class="md-footer__title">
+            <div class="md-ellipsis">
+              <span class="md-footer__direction">
+                Next
+              </span>
+              Explanation
+            </div>
+          </div>
+          <div class="md-footer__button md-icon">
+            <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg>
+          </div>
+        </a>
+      
+    </nav>
+  
   <div class="md-footer-meta md-typeset">
     <div class="md-footer-meta__inner md-grid">
       <div class="md-copyright">

examples/simple/train/index.html

@@ -360,6 +360,90 @@
 
             
           
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/configure-service/" class="md-nav__link">
+        How to configure GreatAI
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/use-service/" class="md-nav__link">
+        How to use a GreatAI service
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/handle-training-data/" class="md-nav__link">
+        How to handle training data
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/large_file/" class="md-nav__link">
+        How to use LargeFile
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/call_remote.md" class="md-nav__link">
+        None
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../../../how-to-guides/scraping/" class="md-nav__link">
+        Scraping
+      </a>
+    </li>
+  
+
+            
+          
         </ul>
       </nav>
     </li>
@@ -401,7 +485,7 @@
   
     <li class="md-nav__item">
       <a href="../../../reference/" class="md-nav__link">
-        Reference
+        GreatAI reference
       </a>
     </li>
   
@@ -462,6 +546,187 @@
 
   
   
+    
+  
+  
+    
+    <li class="md-nav__item md-nav__item--active md-nav__item--nested">
+      
+      
+        <input class="md-nav__toggle md-toggle" data-md-toggle="__nav_5" type="checkbox" id="__nav_5" checked>
+      
+      
+      
+      
+        <label class="md-nav__link" for="__nav_5">
+          Examples
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <nav class="md-nav" aria-label="Examples" data-md-level="1">
+        <label class="md-nav__title" for="__nav_5">
+          <span class="md-nav__icon md-icon"></span>
+          Examples
+        </label>
+        <ul class="md-nav__list" data-md-scrollfix>
+          
+            
+              
+  
+  
+    
+  
+  
+    
+    <li class="md-nav__item md-nav__item--active md-nav__item--nested">
+      
+      
+        <input class="md-nav__toggle md-toggle" data-md-toggle="__nav_5_1" type="checkbox" id="__nav_5_1" checked>
+      
+      
+      
+      
+        <label class="md-nav__link" for="__nav_5_1">
+          Explainable Naive Bayes
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <nav class="md-nav" aria-label="Explainable Naive Bayes" data-md-level="2">
+        <label class="md-nav__title" for="__nav_5_1">
+          <span class="md-nav__icon md-icon"></span>
+          Explainable Naive Bayes
+        </label>
+        <ul class="md-nav__list" data-md-scrollfix>
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../data/" class="md-nav__link">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+    
+  
+  
+    <li class="md-nav__item md-nav__item--active">
+      
+      <input class="md-nav__toggle md-toggle" data-md-toggle="toc" type="checkbox" id="__toc">
+      
+      
+        
+      
+      
+        <label class="md-nav__link md-nav__link--active" for="__toc">
+          Train a domain classifier on the semantic scholar dataset
+          <span class="md-nav__icon md-icon"></span>
+        </label>
+      
+      <a href="./" class="md-nav__link md-nav__link--active">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+      
+        
+
+<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
+  
+  
+  
+    
+  
+  
+    <label class="md-nav__title" for="__toc">
+      <span class="md-nav__icon md-icon"></span>
+      Table of contents
+    </label>
+    <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
+      
+        <li class="md-nav__item">
+  <a href="#load-data-that-has-been-extracted-in-part-1" class="md-nav__link">
+    Load data that has been extracted in part 1
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#optimise-and-train-multinomial-naive-bayes-classifier" class="md-nav__link">
+    Optimise and train Multinomial Naive Bayes classifier
+  </a>
+  
+</li>
+      
+        <li class="md-nav__item">
+  <a href="#export-the-model-using-greatai" class="md-nav__link">
+    Export the model using GreatAI
+  </a>
+  
+    <nav class="md-nav" aria-label="Export the model using GreatAI">
+      <ul class="md-nav__list">
+        
+          <li class="md-nav__item">
+  <a href="#next-part-3" class="md-nav__link">
+    Next: Part 3
+  </a>
+  
+</li>
+        
+      </ul>
+    </nav>
+  
+</li>
+      
+    </ul>
+  
+</nav>
+      
+    </li>
+  
+
+            
+          
+            
+              
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="../deploy/" class="md-nav__link">
+        Train a domain classifier on the semantic scholar dataset
+      </a>
+    </li>
+  
+
+            
+          
+        </ul>
+      </nav>
+    </li>
+  
+
+            
+          
+        </ul>
+      </nav>
+    </li>
+  
+
+    
+      
+      
+      
+
+  
+  
   
     <li class="md-nav__item">
       <a href="../../../explanation/" class="md-nav__link">
@@ -1668,10 +1933,10 @@ y = [domain for d in data for domain in d.feedback]</div>
 
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr">
 <pre><span style="color: rgb(255,255,0)">2022-06-25 14:50:29,879 |  WARNING | Environment variable ENVIRONMENT is not set, defaulting to development mode ‼️</span>
-<span style="color: rgb(0,175,255)">2022-06-25 14:50:29,880 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongodbDriver</span>
+<span style="color: rgb(0,175,255)">2022-06-25 14:50:29,880 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongoDbDriver</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:50:29,881 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising LargeFileMongo</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:50:29,881 |     INFO | Settings: configured ✅</span>
-<span style="color: rgb(0,175,255)">2022-06-25 14:50:29,882 |     INFO | 🔩 tracing_database: MongodbDriver</span>
+<span style="color: rgb(0,175,255)">2022-06-25 14:50:29,882 |     INFO | 🔩 tracing_database: MongoDbDriver</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:50:29,883 |     INFO | 🔩 large_file_implementation: LargeFileMongo</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:50:29,883 |     INFO | 🔩 is_production: False</span>
 <span style="color: rgb(0,175,255)">2022-06-25 14:50:29,884 |     INFO | 🔩 should_log_exception_stack: True</span>
@@ -2598,6 +2863,42 @@ save_model(classifier, key="small-domain-prediction", keep_last_n=5)</div>
       
         <footer class="md-footer">
   
+    
+    <nav class="md-footer__inner md-grid" aria-label="Footer" >
+      
+        
+        <a href="../data/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Train a domain classifier on the semantic scholar dataset" rel="prev">
+          <div class="md-footer__button md-icon">
+            <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
+          </div>
+          <div class="md-footer__title">
+            <div class="md-ellipsis">
+              <span class="md-footer__direction">
+                Previous
+              </span>
+              Train a domain classifier on the semantic scholar dataset
+            </div>
+          </div>
+        </a>
+      
+      
+        
+        <a href="../deploy/" class="md-footer__link md-footer__link--next" aria-label="Next: Train a domain classifier on the semantic scholar dataset" rel="next">
+          <div class="md-footer__title">
+            <div class="md-ellipsis">
+              <span class="md-footer__direction">
+                Next
+              </span>
+              Train a domain classifier on the semantic scholar dataset
+            </div>
+          </div>
+          <div class="md-footer__button md-icon">
+            <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11H4Z"/></svg>
+          </div>
+        </a>
+      
+    </nav>
+  
   <div class="md-footer-meta md-typeset">
     <div class="md-footer-meta__inner md-grid">
       <div class="md-copyright">

examples/simple/train/train.ipynb

@@ -33,10 +33,10 @@
      "output_type": "stream",
      "text": [
       "\u001b[38;5;226m2022-06-25 14:50:29,879 |  WARNING | Environment variable ENVIRONMENT is not set, defaulting to development mode ‼️\u001b[0m\n",
-      "\u001b[38;5;39m2022-06-25 14:50:29,880 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongodbDriver\u001b[0m\n",
+      "\u001b[38;5;39m2022-06-25 14:50:29,880 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising MongoDbDriver\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:50:29,881 |     INFO | Found credentials file (/data/projects/great_ai_example/mongo.ini), initialising LargeFileMongo\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:50:29,881 |     INFO | Settings: configured ✅\u001b[0m\n",
-      "\u001b[38;5;39m2022-06-25 14:50:29,882 |     INFO | 🔩 tracing_database: MongodbDriver\u001b[0m\n",
+      "\u001b[38;5;39m2022-06-25 14:50:29,882 |     INFO | 🔩 tracing_database: MongoDbDriver\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:50:29,883 |     INFO | 🔩 large_file_implementation: LargeFileMongo\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:50:29,883 |     INFO | 🔩 is_production: False\u001b[0m\n",
       "\u001b[38;5;39m2022-06-25 14:50:29,884 |     INFO | 🔩 should_log_exception_stack: True\u001b[0m\n",