Update app.py

app.py

@@ -1,6 +1,45 @@
 import streamlit as st
 from graphviz import Digraph 
 
+st.markdown("""
+
+# 🌐 Modified Refactored Examples with ChatGPT, AI and HuggingFace
+
+Lets set time records for copy/modify pattern - Get these running in your account.
+
+Each teaches an essential state of the art AI technique.
+
+1. **Heatmap, and K Means Cluster AI ** Showing Related Sentences using Streamlit: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/NLPSentenceSimilarityHeatmap)
+2. **Cognitive, RLHF**:  [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Cognitive-AI-Episodic-Semantic-Memory-Demo)
+    - More on **Reinforcement Learning with Human Feedback** here: **https://huggingface.co/blog/rlhf**
+3. **Big Science Bloom**: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/BigScienceContinualGenerator)
+4. **Torch and Git**:  [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Image-to-Multilingual-OCR)
+5. **Useful QA, NLP and Visualization Models**:
+    - QA Context: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Question-answering)
+    - Seq2Seq: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/4-Seq2SeqQAT5)
+    - MLM: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/SOTA-MedEntity)
+6. **Mapbox with AIPP Prompting Tips**: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/StreamlitPydeckMapVisualViewStateForLatitudeLongitude)
+7. **Clinical Terminology** NER: [Example 🩺⚕️NLP Clinical Ontology Biomedical NER](https://huggingface.co/spaces/awacke1/Biomed-NLP-AI-Clinical-Terminology)
+
+# 🌐 Curated Copy and Modify Advanced Real Time Video AI:
+🩺⚕️ Yolo Real Time Image Recognition from Webcam: https://huggingface.co/spaces/awacke1/Webcam-Object-Recognition-Yolo-n-Coco
+
+# 🌐 Curated Copy and Modify Advanced NLP ASR Examples:
+1. 🩺⚕️ https://huggingface.co/spaces/awacke1/ASR-High-Accuracy-Test
+2. 🩺⚕️ https://huggingface.co/spaces/awacke1/TTS-STT-Blocks
+3. 🩺⚕️ https://huggingface.co/spaces/awacke1/CloneAnyVoice
+
+# 🌐 Curated Copy and Modify - NLP and QA
+1. ❓ **🩺⚕️ Question answering** - Answer questions posed in natural language.  [Example](https://huggingface.co/spaces/awacke1/Question-answering)
+2. 📊 **🩺⚕️ Text classification** - Classify text into different categories.  [Example](https://huggingface.co/spaces/awacke1/sileod-deberta-v3-base-tasksource-nli)
+3. 💬 **🩺⚕️ Text generation** - Generate natural language text.  [Example](https://huggingface.co/spaces/awacke1/Sentence2Paragraph)
+4. 🆕 **🩺⚕️ Generation of new data**: Create new data that resembles existing data. [Example](https://huggingface.co/spaces/awacke1/GenAI-Generate-New-Data-Resembling-Example)
+5. 📊 **Data synthesis**: Synthesize data from multiple sources to create new datasets.  [Example](https://huggingface.co/spaces/awacke1/Data-Synthesizer-Synthesize-From-Multiple-Sources)
+6. 📈 **🩺⚕️ Data augmentation**: Augment existing datasets to make them larger and more diverse.  [Example](https://huggingface.co/spaces/awacke1/Data-Augmentation)
+
+""")
+
+
 st.markdown("""
 
 # 👋 Multiply your productivity by 100 times today using AI:
@@ -98,37 +137,6 @@ https://huggingface.co/spaces/awacke1/Sentence2Paragraph
 2. Open 5, try model card tests
 3. Open 3 in new tab, Deploy Spaces.
 
-# 🌐 Top Copy and Modify Examples 
-Lets set time records for copy/modify pattern - Get these running in your account.
-
-1. **Cognitive, RLHF**:  [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Cognitive-AI-Episodic-Semantic-Memory-Demo)
-    - More on **Reinforcement Learning with Human Feedback** here: **https://huggingface.co/blog/rlhf**
-2. **Big Science Bloom**: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/BigScienceContinualGenerator)
-3. **Torch and Git**:  [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Image-to-Multilingual-OCR)
-4. **Useful QA, NLP and Visualization Models**:
-    - Heatmap, Cluster: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/NLPSentenceSimilarityHeatmap)
-    - QA Context: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/Question-answering)
-    - Seq2Seq: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/4-Seq2SeqQAT5)
-    - MLM: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/SOTA-MedEntity)
-5. **Mapbox with AIPP Prompting Tips**: [Example 🩺⚕️](https://huggingface.co/spaces/awacke1/StreamlitPydeckMapVisualViewStateForLatitudeLongitude)
-6. **Clinical Terminology** NER: [Example 🩺⚕️NLP Clinical Ontology Biomedical NER](https://huggingface.co/spaces/awacke1/Biomed-NLP-AI-Clinical-Terminology)
-
-# 🌐 Curated Copy and Modify Advanced Real Time Video AI:
-🩺⚕️ Yolo Real Time Image Recognition from Webcam: https://huggingface.co/spaces/awacke1/Webcam-Object-Recognition-Yolo-n-Coco
-
-# 🌐 Curated Copy and Modify Advanced NLP ASR Examples:
-1. 🩺⚕️ https://huggingface.co/spaces/awacke1/ASR-High-Accuracy-Test
-2. 🩺⚕️ https://huggingface.co/spaces/awacke1/TTS-STT-Blocks
-3. 🩺⚕️ https://huggingface.co/spaces/awacke1/CloneAnyVoice
-
-# 🌐 Curated Copy and Modify - NLP and QA
-1. ❓ **🩺⚕️ Question answering** - Answer questions posed in natural language.  [Example](https://huggingface.co/spaces/awacke1/Question-answering)
-2. 📊 **🩺⚕️ Text classification** - Classify text into different categories.  [Example](https://huggingface.co/spaces/awacke1/sileod-deberta-v3-base-tasksource-nli)
-3. 💬 **🩺⚕️ Text generation** - Generate natural language text.  [Example](https://huggingface.co/spaces/awacke1/Sentence2Paragraph)
-4. 🆕 **🩺⚕️ Generation of new data**: Create new data that resembles existing data. [Example](https://huggingface.co/spaces/awacke1/GenAI-Generate-New-Data-Resembling-Example)
-5. 📊 **Data synthesis**: Synthesize data from multiple sources to create new datasets.  [Example](https://huggingface.co/spaces/awacke1/Data-Synthesizer-Synthesize-From-Multiple-Sources)
-6. 📈 **🩺⚕️ Data augmentation**: Augment existing datasets to make them larger and more diverse.  [Example](https://huggingface.co/spaces/awacke1/Data-Augmentation)
-
 # 🌐 RLHF - Reinforcement Learning with Human Feedback - AGI Holy Grail
 🩺⚕️ [ROUGE](https://huggingface.co/spaces/evaluate-metric/rouge)
 🩺⚕️ [BLEU](https://huggingface.co/spaces/evaluate-metric/bleu)